{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e37cf8bf-90f2-4ecc-8a45-e6d1170a7130",
   "metadata": {},
   "source": [
    "Chapter 8\n",
    "# 相关性股价模型\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "819ee527-7e7d-457a-9ef5-00cbadd3c894",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !pip install yfinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5c864ca3-9720-443b-8798-b3a6bf8bf45c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# initializations and download results \n",
    "import pandas as pd\n",
    "import pandas_datareader as web\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy.stats as stats\n",
    "import yfinance as yf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9dc1c227-17bc-4870-8375-ff3d8708cdd6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  9 of 9 completed\n"
     ]
    }
   ],
   "source": [
    "tickers = ['TSLA','TSM','COST','NVDA','META','AMZN','AAPL','NFLX','GOOGL'];\n",
    "# stock_levels_df = web.get_data_yahoo(tickers, start = '2020-08-01', end = '2021-08-01')\n",
    "\n",
    "from datetime import datetime\n",
    "startdate = datetime(2020,8,1)\n",
    "enddate = datetime(2021,8,1)\n",
    "stock_levels_df = yf.download(tickers = tickers,\n",
    "                  start = startdate,\n",
    "                  end = enddate)\n",
    "\n",
    "stock_levels_df.to_csv(\"9_stocks_level.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3691bb31-486b-49c7-aaa6-38e2a9797076",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           Adj Close                                                        \\\n",
      "                AAPL    AMZN    COST  GOOGL    META    NFLX    NVDA   TSLA   \n",
      "Date                                                                         \n",
      "2020-08-03    106.67  155.59  305.97  74.14  251.96  498.62  109.79  99.00   \n",
      "2020-08-04    107.38  156.94  315.70  73.67  249.83  509.64  111.96  99.13   \n",
      "2020-08-05    107.77  160.25  315.86  73.95  249.12  502.11  112.55  99.00   \n",
      "2020-08-06    111.53  161.25  318.97  75.25  265.28  509.08  113.03  99.31   \n",
      "2020-08-07    109.00  158.37  316.74  74.92  268.44  494.73  111.68  96.85   \n",
      "\n",
      "                    Close  ...   Open     Volume                      \\\n",
      "              TSM    AAPL  ...    TSM       AAPL       AMZN     COST   \n",
      "Date                       ...                                         \n",
      "2020-08-03  73.92  108.94  ...  77.77  308151200  101494000  2480200   \n",
      "2020-08-04  75.08  109.67  ...  79.33  173071600   93886000  3933300   \n",
      "2020-08-05  76.43  110.06  ...  80.98  121776800   78330000  2923700   \n",
      "2020-08-06  75.39  113.90  ...  82.04  202428800   78812000  2104300   \n",
      "2020-08-07  74.93  111.11  ...  80.49  198045600   78722000  1759000   \n",
      "\n",
      "                                                                        \n",
      "               GOOGL      META     NFLX      NVDA       TSLA       TSM  \n",
      "Date                                                                    \n",
      "2020-08-03  45482000  23124900  5873100  41272000  132139500  10129800  \n",
      "2020-08-04  37212000  17183500  5608000  31033600  126225000  12569400  \n",
      "2020-08-05  29134000  13050100  4308200  24992400   74217000  14436300  \n",
      "2020-08-06  33306000  45241600  3725900  24431600   89884500   9838700  \n",
      "2020-08-07  27718000  72766400  5910300  34251600  133446000   8705800  \n",
      "\n",
      "[5 rows x 54 columns]\n",
      "           Adj Close                                                          \\\n",
      "                AAPL    AMZN    COST   GOOGL    META    NFLX    NVDA    TSLA   \n",
      "Date                                                                           \n",
      "2021-07-26    146.87  184.99  405.96  134.04  372.46  516.49  192.62  219.21   \n",
      "2021-07-27    144.68  181.32  407.03  131.90  367.81  518.91  191.76  214.93   \n",
      "2021-07-28    142.92  181.52  404.99  136.09  373.28  519.30  194.70  215.66   \n",
      "2021-07-29    143.57  180.00  408.69  135.78  358.32  514.25  196.29  225.78   \n",
      "2021-07-30    143.79  166.38  412.96  134.73  356.30  517.57  194.66  229.07   \n",
      "\n",
      "                     Close  ...    Open     Volume                      \\\n",
      "               TSM    AAPL  ...     TSM       AAPL       AMZN     COST   \n",
      "Date                        ...                                          \n",
      "2021-07-26  110.14  148.99  ...  115.79   72434100   58002000  1220000   \n",
      "2021-07-27  108.13  146.77  ...  115.32  104818600   82638000  1666500   \n",
      "2021-07-28  109.59  144.98  ...  113.94  118931200   59988000  1362700   \n",
      "2021-07-29  110.61  145.64  ...  116.00   56699500  110400000  1434200   \n",
      "2021-07-30  111.08  145.86  ...  115.50   70440600  199312000  2283900   \n",
      "\n",
      "                                                                       \n",
      "               GOOGL      META     NFLX      NVDA      TSLA       TSM  \n",
      "Date                                                                   \n",
      "2021-07-26  30572000  14925200  2254500  20394300  76009800   6440600  \n",
      "2021-07-27  54710000  15705400  2759000  24886300  98439900  11127500  \n",
      "2021-07-28  95130000  29676900  2390500  20219100  48019800   6819700  \n",
      "2021-07-29  31716000  33413200  1736000  19078100  91183800   7162000  \n",
      "2021-07-30  25576000  15976200  2537100  18349700  88969200   6482600  \n",
      "\n",
      "[5 rows x 54 columns]\n"
     ]
    }
   ],
   "source": [
    "print(stock_levels_df.round(2).head())\n",
    "print(stock_levels_df.round(2).tail())\n",
    "\n",
    "#%% Plot lineplot of stock prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9cb8cfea-0a57-48a1-88bd-d0b3db48629f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x242ab99c130>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 601x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sns.relplot(data=stock_levels_df['Adj Close'],dashes = False,\n",
    "            kind=\"line\") # , palette=\"coolwarm\"\n",
    "fig.set_axis_labels('Date','Adjusted closing price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "daaf3740-80e6-4087-bde8-5e187c5fee86",
   "metadata": {},
   "outputs": [],
   "source": [
    "# normalize the initial stock price levels to 1\n",
    "normalized_stock_levels = stock_levels_df['Adj Close']/stock_levels_df['Adj Close'].iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7f3cb061-9cf2-4f7f-bf47-2833ec200a79",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x242c12a5660>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 601x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sns.relplot(data=normalized_stock_levels,dashes = False,\n",
    "            kind=\"line\") # , palette=\"coolwarm\"\n",
    "fig.set_axis_labels('Date','Normalized closing price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "95314f93-1b22-49ab-b9d6-e73ae706fd6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% daily log return\n",
    "\n",
    "daily_log_r = stock_levels_df['Adj Close'].apply(lambda x: np.log(x) - np.log(x.shift(1)))\n",
    "\n",
    "daily_log_r = daily_log_r.dropna()\n",
    "\n",
    "#%% Variance-covariance matrix\n",
    "# Compute the covariance matrix\n",
    "cov_SIGMA = daily_log_r.cov()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ea16004d-e7e4-4304-b2fa-0c4dc9b1cac7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Covariance matrix of historical data')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set up the matplotlib figure\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "sns.heatmap(cov_SIGMA, cmap=\"coolwarm\",\n",
    "            square=True, linewidths=.05)\n",
    "plt.title('Covariance matrix of historical data')\n",
    "\n",
    "#%% correlation matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fa930af6-a5da-426a-84dc-059ff3653388",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute the correlation matrix\n",
    "corr_P = daily_log_r.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8d779acd-3798-4b0d-be18-e891a0428b30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Correlation matrix of historical data')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set up the matplotlib figure\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "sns.heatmap(corr_P, cmap=\"coolwarm\",\n",
    "            square=True, linewidths=.05, annot=True,\n",
    "            vmax = 1,vmin = 0)\n",
    "plt.title('Correlation matrix of historical data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "97e5e172-2408-46cf-8aeb-f11772adcea6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 椭圆"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a3cfb269-d801-41e0-a85d-a5428411bf24",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Cholesky decomposition\n",
    "\n",
    "import scipy.linalg\n",
    "\n",
    "\n",
    "L = scipy.linalg.cholesky(cov_SIGMA, lower=True)\n",
    "R = scipy.linalg.cholesky(cov_SIGMA, lower=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2362f8ef-d01a-45ef-9c4d-ca3fcda54a93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'R')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x300 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 5, figsize=(12, 3))\n",
    "\n",
    "plt.sca(axs[0])\n",
    "ax = sns.heatmap(cov_SIGMA,cmap='coolwarm', cbar=False)\n",
    "ax.set_aspect(\"equal\")\n",
    "plt.title('$\\Sigma$')\n",
    "\n",
    "plt.sca(axs[1])\n",
    "plt.title('=')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.sca(axs[2])\n",
    "ax = sns.heatmap(L,cmap='coolwarm',\n",
    "                 cbar_kws={\"orientation\": \"horizontal\"})\n",
    "ax.set_aspect(\"equal\")\n",
    "plt.title('L')\n",
    "\n",
    "plt.sca(axs[3])\n",
    "plt.title('@')\n",
    "plt.axis('off')\n",
    "\n",
    "plt.sca(axs[4])\n",
    "ax = sns.heatmap(R,cmap='coolwarm',\n",
    "                 cbar_kws={\"orientation\": \"horizontal\"})\n",
    "ax.set_aspect(\"equal\")\n",
    "plt.title('R')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2894624b-e514-486f-a39e-8b04657ac945",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Correlated stock price simulation\n",
    "\n",
    "# convert daily parameters to yearly\n",
    "mu_yearly = daily_log_r.mean()*250\n",
    "R_yearly  = R*np.sqrt(250)\n",
    "SIGMA_yearly = cov_SIGMA*250\n",
    "\n",
    "n = 250\n",
    "# simulation steps\n",
    "\n",
    "dt = 1/250 \n",
    "# assume 250 business days in a year\n",
    "\n",
    "S0 = stock_levels_df['Adj Close'].iloc[-1]\n",
    "\n",
    "S0 = np.array(S0)\n",
    "# current stock price levels\n",
    "\n",
    "Z = np.random.normal(0, 1, size=(n, 9))\n",
    "# only simulate one set of paths\n",
    "\n",
    "drift = (mu_yearly - np.diag(SIGMA_yearly)/2)*dt;\n",
    "drift = np.array(drift)\n",
    "\n",
    "vol  = Z@R_yearly*np.sqrt(dt);\n",
    "\n",
    "S = np.exp(drift + vol)\n",
    "\n",
    "S = np.vstack([np.ones(9), S])\n",
    "# add a layer of ones\n",
    "\n",
    "S = S0 * S.cumprod(axis=0)\n",
    "# compute the stock levels\n",
    "\n",
    "Sim_df = pd.DataFrame(data=S, columns=tickers)\n",
    "# convert the result to a dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "44aaa561-ef9e-409c-b972-913238cdf00c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Simulated levels, one set of paths')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 601x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = sns.relplot(data=Sim_df,dashes = False,\n",
    "            kind=\"line\") # , palette=\"coolwarm\"\n",
    "\n",
    "plt.xlabel(\"$t$\")\n",
    "plt.ylabel(\"$S$\")\n",
    "plt.title('Simulated levels, one set of paths')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "67920ddd-469f-4d2e-827d-0200c1d9b7ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% Compute the correlation matrix of the simulated results\n",
    "\n",
    "daily_log_sim = Sim_df.apply(lambda x: np.log(x) - np.log(x.shift(1)))\n",
    "daily_log_sim = daily_log_sim.dropna()\n",
    "\n",
    "\n",
    "# Compute the correlation matrix\n",
    "corr_P_sim = daily_log_sim.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b074b550-cc8c-4f32-83f6-1cb52ecdd50f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Correlation matrix of simulated results')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set up the matplotlib figure\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "sns.heatmap(corr_P_sim, cmap=\"coolwarm\",\n",
    "            square=True, linewidths=.05, annot=True,\n",
    "            vmax = 1,vmin = 0)\n",
    "\n",
    "plt.title('Correlation matrix of simulated results')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "54613f4c-1980-442c-8a7c-ba016a6d9698",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Differences, correlation matrix')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qrl+/zqZNm9i7d6/Bg6aM+d///sfhw4d58cUXGTFiBHXr1iU9PZ3z589z4MAB0tPTKxSTVCplyZIl9OjRg0aNGjF06FA8PDy4fv06V65cYe/evQD8+OOPtGrVivr16zNixAhq1apFUlISJ06cIDY2Vn//fd26dWnXrh1NmjTBycmJs2fPsmXLFsaOHavfZlRUFDVr1mTw4MH6e/KN8ff359NPP+XLL7+kdevW9O7dG7lczpkzZ/D09GTu3Lm4uroydepUZsyYQZcuXejZsydhYWEsXryY559/noEDB1aoPO5X3v2+X1BQEH5+fkyePJm4uDgUCgW///670bkETZo0AeCDDz6gc+fOyGQy+vbtazTfWbNmsX//flq1asV7772HmZkZy5YtQ6lUMm/evEfa18r0yiuvMHPmTIYOHUqLFi0IDQ1l/fr1Br1BoOtNcnBwYOnSpdjZ2WFjY8OLL75Yan7Jwxw6dIjFixczbdo0nnvuOUB3C227du34/PPP/1NlIzyFnsQtG8J/y91b0u6+LCwstO7u7tqOHTtqv/32W212dnapdR71lkutVqstKirSfvXVV9rg4GCtXC7XOjo6aps0aaKdMWOGNisrS58O0I4ZM8Zo7ElJSdoxY8ZofXx8tObm5lp3d3dt+/bttT/99JM+zd1bADdv3myw7t3bC++/xe348ePajh07au3s7LQ2NjbaBg0aaL///nuDNLdu3dK+/fbbWnd3d625ubnWy8tL+8orr2i3bNmiTzNr1iztCy+8oHVwcNBaWVlpg4KCtLNnz9YWFRXp04SGhmoB7ccff2x0/+63cuVKbePGjfXl1bZtW+3+/fsN0vzwww/aoKAgrbm5ubZatWra0aNHl7qFtKy6ulsm8+fPN7r98uy3sVsur169qu3QoYPW1tZW6+Lioh0xYoT24sWLpcpfpVJp33//fa2rq6tWIpEYHGPcdyujVqvVnj9/Xtu5c2etra2t1traWvvSSy9p//33X4M0Zd1SbCxOYwYPHqy1sbEptby8x3thYaF20qRJWg8PD62VlZW2ZcuW2hMnThi9VXL79u3aunXras3MzAzKpqxt3X3vbj7Z2dnaGjVqaJ977jltcXGxQboJEyZopVKp9sSJEw/cX0F4EPHbE4LwBC1evJgpU6Zw69atMh/WIwiC8F8h5jQIwhN0+PBhPvjgA9FgEAThqSB6GgRBEARBKBfR0yAIgiAIQrmIRoMgCIIgPGWOHTtGjx498PT0RCKRlPqRP2OOHDnCc889h1wux9/f/4F3bJVFNBoEQRAE4SmTl5dHw4YN9T/R/jCRkZF0796dl156iZCQEMaPH8/w4cP1t5KXl5jTIAiCIAhPMYlEwh9//EGvXr3KTPPRRx+xc+dOg4fh9e3bl8zMTPbs2VPubYmeBkEQBEH4D1AqlWRnZxu8KuspnidOnCj1CPjOnTtz4sSJCuUjnggpCIIgCCbaaV76l1ZNdebTfsyYMcNg2bRp05g+ffoj552YmFjq1u5q1aqRnZ1NQUFBuX8QTTQaHqJVj6NPOoQyHf+zLQALtj6eXwk0xeTeus6sp6Ecn4YYe4y69oQjKdufy+oAT0c5Dpga95CUT876ubqfF38ayvFpiLGqScwr74fGpk6dysSJEw2WyeXySsu/MohGgyAIgiD8B8jl8iprJLi7u5OUlGSwLCkpCYVCUaGfXReNBkEQBEEwkdSs8noaqlLz5s3ZtWuXwbL9+/fTvHnzCuUjGg2CIAiCYCKJ+ZO5nyA3N5fw8HD935GRkYSEhODk5ET16tWZOnUqcXFxrF27FoB3332XH374gSlTpjBs2DAOHTrEpk2b2LlzZ4W2KxoNgiAIgmCiJ9XTcPbsWV566SX933fnQgwePJjVq1eTkJBAdHS0/v2aNWuyc+dOJkyYwLfffou3tzc///wznTt3rtB2RaNBEARBEJ4y7dq140GPWTL2tMd27dpx4cKFR9quaDQIgiAIgokq8+6Jp4FoNAiCIAiCiZ6WiZCVRTwRUhAEQRCEchE9DYIgCIJgIjE8IQiCIAhCuYjhCUEQBEEQBCNET4MgCIIgmEgie7Z6GkSjQRAEQRBMJBWNhqp34sQJWrVqRZcuXcp8hOWGDRsYOHAg7777Lj/++KPBe0eOHDF4EpabmxutWrVi/vz51KpVCwBfX1/Gjx/P+PHjq2w/KqJ3N0/69fbBydGCW5G5fLMsnGs3c6p8u1dOrOfSsZUU5Kbi5B5Ei56f4ubTwGja66c3cePCDjISbwLg4lWX5ztPMEh/ZPNUbp7fZrCed+1WdB22vEJxvTPAlx6d3LGzMSP0WjYLFt8kNqHgges8rAx7dvagY1s3AvxssbE2o0vf4+TmqUvl07ypE0P71sDP14ai4rJ/IbQqYgQIDlQwcpAvdQMVaDRabkbkMnFaKEVFulj+91kwtWvZ4mBvQU5uMWcvZhrdVrd2jvTu6ISjvRmRsUqWbUzkZlRhmbG1fM6Oga+64uZsTnxyEau3JnPucp5BGm93C4b0dqNegDUyqYSYBCVzl8aSkqECoHNrB9o+r8CvuiXWVjL6jg8jr+DBv7Ja2eVoZ2vGO/19eaGxI9Vc5WRmF3PsZCo//xJFXn5JfQfVtuPdwTUJ9LMDtFy9YfrnrWMzG7q3scXeVkZ0YjFrdmQSEVtsNK2Xmxl9Oiqo6WWOq6MZ6/7KZM8/eUbTPqqKlm3DYHv69/Yh0M8WF2c5U2df5u+TaWWmn/xebXp19eTb5eFs3lE5vwxa0ZgH9vGhbQsXanhZoyzSEHo9myWrI4iJe/AxJFSNJzKnYcWKFbz//vscO3aM+Pj4MtNMmTKFDRs2UFho/IswLCyM+Ph4Nm/ezJUrV+jRowdqdemTxJP2citXxg73Y9WGKN4Zf47wyFwWzqyPg715lW731qVdnNz5Fc+1H8NrY3/H2SOQ3StHUJBr/EsiPuIM/g268cqI1bw6egO2Dh7sXjmcvCzDX0bzDmjNgE+O6V8v91tQobgGvO5Dn1e8WLD4JiMnX6CgUM3CmfWxeMAs5PKUoVwu5dT5dNZtji4zn7YtXPh8YhA7DyQy5INzjJ4S8lhjDA5U8PWM+pwJyWDkpPMMn3ierTvj0WpKnux2PjSTL766Sv93T/PZ3Kt4uVuW2larpnYM7+PGhp2pjJ8dSWRsITM/qI69ncxobEG1rPhwuBf7/slk3KxITobk8uloH6p7lvyinruLOV99WIPYxCI++fo278+MYOPOVIpUJbHJLSScv5LH5t1ln2iquhxdnCxwcbbgx5URDBp7ltmLwmj2nBMffxCoz8PKUsrX0+uTlKJk5OTzvPdRCPkFpn03NKtvxYDu9mw9mMNnPyQTnVDMx8NcUNgY//qUW0hITlexcU82GdlV931kStlaWcp05bn05kPzb9PMmeBABSlpyicac+N6DmzdGc+oDy8w4fNLmMkkfDOzAZby/8aUPIlUUmmvp8FjL/Xc3Fx+++03Ro8eTffu3Y0+6jIyMpJ///2Xjz/+mICAALZu3Wo0Lzc3Nzw8PGjTpg1ffPEFV69eNfgBj/+Kvr28+XNvArsOJhEVk8/8xTcpVGp4paN7lW439O81BD3/BoFNe+NYzZ9WvaZjZmFJ2Fnj5fly3/nUbd4fZ886OLjVonXvL9FqNcTdOmGQTmZmgbWdq/4lt7KvUFxv9PRi7abbHD+Vxq2oPGZ9cx1nJzmtm7mUuU55ynDzjjh+2RLDlevZRvOQSWHcCH9+XBXB9j0JxMQXEBWT/1hj/GC4H1v+1MUZGZ1PTFwBh46nUHzPiXnT9jiuhOWQlKLk8vVsftkSU2pbvTo4s/d4Jgf/zSImoYjF6xNRFmno2MLBaGw92ztx/kouf+xLJzaxiPU7UrgVXcgr7Rz1aQb1cuXc5TxWb00mIkZJYmoxpy/lkpVTcuLbcTCDLXvTuB5Zvqu8qijHyOh8Ppt7lX/OpBGfWMj5S5n8tC6Sli84I7vzjVbd2xp7hTkr1kcRE1dAZHQ+qzbcLlfM9+va2pbDZ/I4di6fuGQVK7dloizS0raptdH0EbHFbNidzclLBajUZT/m91GZUrYnz6Wz/Jcojj2gdwF0DbPxo2oz8+trqFSVtw+mxDxpeii7DyYRGZ1PeFQecxaF4e5mSaC/XaXF9SgkMmmlvZ4Gjz3KTZs2ERQURGBgIAMHDmTlypWlnp+9atUqunfvjr29PQMHDmTFihUPzffu74EXFRVVSdymMjOTEOBvx9mLGfplWi2cDckgOFBRZdtVq4pIjb+Cl3/Jz55KpFK8/JqTHB1SrjxUxYVo1KpSjYKEiNOsm9WSTV935fi26RTmZZSRQ2me1SxxcZJzJqRknbx8NVdvZFMvyHh5VFYZBvjZ4eYiR6vRsnLRc2xb04wF0+s/thgd7M0JDlKQkVXEknmN2LG2Od/PbUiDumXvg52tGZ3auRluSwb+1S25eK2ky1urhZDreQTWsjKaT1AtK0KuG3aRX7iaS9Cd9BIJNK1vS1xSETM+8GHd/Nos+NiXZg1ty4ztYR5nXdvYmJGXr0J9Z6QkOq6AzOxiXunojpmZBAsLqUmNdJkManqaczm85Gpbq4XLt5TUrm5R4fwqiyllW14SCXw+MYgNW3UN28pSWTHb2Oh607JzjA8PPW5SmaTSXk+Dx95oWLFiBQMHDgSgS5cuZGVlcfToUf37Go2G1atX69P07duX48ePExkZWWaeCQkJLFiwAC8vLwIDA8tM9yBKpZLs7GyDl1L56N1y9gpzzGQS0jMMD/D0zGKcHavuS6cwPxOtRo2VrbPBcis7Z/JzUsuVx+ndC7BWuOHl30K/zCegFe3e+B/dh6/ihS6TSIg8y57Vo9BoytcN63RnnzMyDcsjI7NI/979KqsMPe908w/r78uaTdF8NPMyObmlv3iqKsa7wwzD+vny594EJk0P5catXBbNaoi3h+HJfvTgmuzf3IrdG1pSzdVweEJha4ZMJiEjx7DMM7PVONobn6bkoDAjM7t0eoc76e3tZFhbyujTxZnzV/L44ttoTl7IYeq73tSrbfyK+mEeV13bK8wY8lYN/tyboF9WUKDm/akhdGpXjYNbWrN/UytebOJU4X2ws5Yik0nIyjWct5Gdoy5zKOhxMKVsy2vA6z6oNVo2/1k5cxjuqoyYJRL4YIQ/l65mVWqDRii/x9poCAsL4/Tp0/Tr1w8AMzMz3nrrLYOehP3795OXl0e3bt0AcHFxoWPHjqxcubJUft7e3tjY2ODp6UleXh6///47FhamfWDmzp2Lvb29wWvu3Lkm5fX/QciR5URc2k3Hgd9jZl4y7u3XsDs16r6Mk3sAvsEd6Dx4CSmxoSREnH5gfvs2tWLfplaYPcEHoUjvjBmu3RTN0X9TCbuVy5xFYfr3qzpGiUSX7/Y9uq73mxG5fP/zLaJj8+l+31Xwr3/EMGzcOcZ/fgmNpuq6uO+S3ont1MUcth9MJzJWyZa9aZwJzaVLG4cK5fU469raSsb8L+oTFZPPil9Lhh8sLKRM/SCQ0GtZjPrwAu99dIGI21UzGfFx6NjWTV+uVVm2gX62vNHTm9n3fC5MVRUxT3y3NrWq2zBt3tVHzquyPGtzGh7r3RMrVqxApVLh6empX6bVapHL5fzwww/Y29uzYsUK0tPT9cMNoOt9uHTpEjNmzEAqLWnn/P333ygUCtzc3LCze7TxralTp+p/j/wuuVzOgT4nHynfrOxiVGotTo6Gkx6dHMxJy6i6oRRLawckUlmpSY8FOWlY25U9fghw6dhKLh5dTrd3VuLs8eCeG4WTD5Y2jmSnRRsMhdxv6LizAFiY6+rP8b79d3SwIDwi1+i6lVWGqem6tFExJSePe+cSVHWMd/+9d/sAt2PzqeYqN1iWla0iK1tFTHwBt2Py+GN1Sdlm56pQq7U43nel66CQkZGlMhpfZrYKB0Xp9Jl30mfnqlCptUQnGPauxSQqqetXsZ6Gx1XXVlYyvp5Rn/wCNZ/Mvoz6nvkDHdu64e5myagPL3B39HPGgmu81NK1QvuSk69BrdZib2t4faWwkxnM9ahqx0+ncfXGWf3fppRteTQItsfR3pzfVzbTLzOTSRg7zI83e3rzxvBTTyzmCaP8afG8E2OnXiQl7b8zDP20DCtUlsfW06BSqVi7di1ff/01ISEh+tfFixfx9PRkw4YNpKWlsX37djZu3GiQ5sKFC2RkZLBv3z6DPGvWrImfn98jNxhA10BQKBQGL7lc/vAVH0Kl0nIjPIcmDUomnEkk0KShI1fCjE/YqwwyMwtcPIOJu1XS6NFqNMTfOolb9UZlrnfx6M+cP7SELkN/wtW73kO3k5uVSGF+JtZ2D/4yjksoJC6hkMjofFLTlTRtWFIe1lYy6gYouFzGBMbKKsOw8ByURRp8vEpOgrJ7PvBVHWNCUiEpaUqqexmehH08rUhMLnsoTHrfFYhKDeHRhTSoY2OwrYZBNoRFGJ+geD2igIZBNgbLGtWx4fqd9Co13IwqwLua4THv5SYnJb1iY8ePo66trWR8M7MBKpWWj2ZdpqjYsDfGUi5Fo9Vy73QprQk9Nmo1RMYXE+xXUi4SCdTzk3Mz+vGduAoK1PpyNbVsy2Pv4SQGv3+WoR+UvFLSlGz4I4aJ0y49sZgnjPKnTXMXxn16iYSksm8rFqreY+tp+Ouvv8jIyOCdd97B3t5wYt3rr7/OihUrKCwsxNnZmTfffFPflXtXt27dWLFiBV26dCn3NuPi4ggJCTFYVqNGDRwdHY2vUEU2bovl0wlBXA/P4dqNHN581QsrSyk7DyRW6Xbrtx7M0c1TcfWqh6tPfS7/s5biogICmrwGwOFNH2GjqMYLXXQ9LCFHl3Nu//e83HcBdo5e5OekAGBuYY253IZiZR7nDy7Gt15HrO1cyU6L5vTuBSicquMd0KrccW3eEcfgt6oTE19AQlIhwwf6kpau5O+TJXMtFs1qwLETqWzdqbsltzxl6ORgjpOjBV6eul6qWjVsyS9QkZSiJCdXRX6Bmu2743mnvy/JqUoSkwvp39vnscb469YY3unvS3hkLjcjc+n6sjs1vK357H+67ta6AXYE1bbj0tUscnJVeHlYMXyAb6n4th1IY8IQT8KjCrkRVcCr7Z2wtJBy4N9MACYM8SAtU8Xabbo63HEwnbmTa9CrgxNnQ3Np/bwC/xpW/PBLSWxb96UzZYQXl2/mExqWx3PBtrzQwJZPvi7p9ndQyHBUmOHpqhsGrOElp6BQU2bDoirK8W6DQS6XMvPra9hYybCx0vWiZGYXo9HAmZAM3hvqx6TR/mz5Mx6pFAb0qW40xofZ/Xcuo95wJDKumFsxRXRpaYvcQsLRc7ox9XffcCQjW81ve3UnPpkMvN10PSVmMgmOChk1PMwpLNKQlFZ5vROmlK2VpRSve+bPeFSzxL+mDTm5us9Jdo6K7BzD3iqVSktaRlGlPBfBlJgnjfanQ5tqTJ19mfwCFU4OurLNzVfrn23yJIknQlaRFStW0KFDh1INBtA1GubNm8e5c+cYPXp0qQbD3TSDBg0iNbV8k/gAFixYwIIFhs8QWLdunX6S5eNy6HgKDvbmDB/gi5Ojritu0rTQUhOCKptfg24U5mZw7sB35Oek4uxRh65Df9IPT+RlJiCRlHQ2XTu5EY26mAPrxxnk81z7MTTpMBaJVEZaYhg3zm+jqDAHaztXvGu3pEnHD5CZlX8uyfrfY7C0lDFlbAC2NmaEXs1i0rRQg6tFL3crHBQlXdTlKcNeXT0Z1t9X//firxoBMHvRdXYf1D1r4sdVEag1Wj6fEIRcLuVqmPEH/lRVjJt3xCG3kPL+cD8UduaER+Yy4YtLxCfqrp4KlRraNnfhnf6+WFrKSMtQcupcBg3qGn5ujp/Nwd42mQE9XXFUyIiIVTLtu2gy73SZuzqZG1xlX48oYMHPcQx81ZW3e7kSn1zE7CUxRMeX9HCcDMlh8foE3ujiwsi3qhGXVMTcZbFcvVVysujaxpH+PUp6lb76UFfei1Ybf95KVZRjoJ8twXdm229a/qLB9vq8c5LEZCXRsQV89OVlhvWrwdL5jdFqtdwwsdv+ZGgBdrZS+nSww95Oxu2EYr5alUr2ncmRzg4ygzvAHO1kzPmg5I6XV9rY8UobO65GKJm9vPzfXw9jStkG+dvx/dxG+r8/GO4PwK6DiQbze6qKKTG/1s0LgB/uiRsMP9dPkkT6dNwqWVkk2vvvdxQMtOpx9OGJnpDjf7YFYMHWJ9/aLsvk3roP1NNQjk9DjD1GXXvCkZTtz2V1gKejHAdMrdw7AyrT+rm6k+TTUI5PQ4xV7dxLLSstryaH/6m0vKqK+O0JQRAEQTDR03LXQ2URjQZBEARBMJG4e0IQBEEQBMEI0dMgCIIgCCYSwxOCIAiCIJTLs3b3hGg0CIIgCIKJnrWehmeriSQIgiAIgslET4MgCIIgmOhZu3tCNBoEQRAEwURieEIQBEEQBMEI0dMgCIIgCCYSd08IgiAIglAuYnhCEARBEATBCNHTIAiCIAgmetZ6GsRPYwuCIAiCiW7061JpeQVs2FNpeVUVMTwhCIIgCEK5iOGJh1iwVfOkQyjT5N66Nl+rHkefcCRlO/5nWwA6Dw55soE8wN41jQCY9/t/t66nvK6r6zcmRD7hSMq2+ZuaAMz5Tf2EIynbJ2/JABj3bc4TjqRs346zA56Oz/XTEGNVE3dPCIIgCIJQLuKJkIIgCIIglMuzNhHy2epXEQRBEATBZKKnQRAEQRBMJOY0CIIgCIJQLmJ4QhAEQRAEwQjR0yAIgiAIJnrWehpEo0EQBEEQTPSszWl4tvZWEARBEASTiZ4GQRAEQTCRGJ4QBEEQBKFcxPCEIAiCIAiCEaKnQRAEQRBMJRHDE5XmxIkTtGrVii5durBz50798qioKGrWrIlUKiU6OhovLy/9ewkJCfj4+KBWq4mMjMTX15d27dpx9GjZv6Z25MgR2rZty5AhQ1izZg1z587l448/1r+/bds2XnvtNbRabaXu35UT67l0bCUFuak4uQfRouenuPk0MJr2+ulN3Liwg4zEmwC4eNXl+c4TDNIf2TyVm+e3GaznXbsVXYctr9S4y9K7myf9evvg5GjBrchcvlkWzrWblf9rgD3au9CnqxtO9mZExBSw+Jc4wiLyy0zf+nl7Bvf2oJqLBXFJSlZsiufMJeNxfTDYm+4vu7B0fRx/7EvRL+/XoxovNFRQq7oVKpWW198LrVDMV0+sJ/Tvkrpu3uNTXMuq6zObCD+/g4ykkrpu2mlCmen/2Tad66d/48XuH1Ov5eByx9S5pR09X7bHwU7G7fgiVm5NIzy6qMz0zRpa07erI65OZiSmqPjlr3QuXCvQv29pIWHAK048X98aO2spyekqdv2dzf5/jZf1JyOr0biONfNWJHHmctn1d68m/hJeDJJgawlJmbDvvIaEdONpG9WSUN9Xgou97u/EdDgSapi+dbCEutUl2FmDWqNLczRUQ3wZeZZHqwbmvNzEAoW1hLhUDb8fKSQ6yfgvoLo7SenW3AJvNxnOCilbjxZyNKS4VDp7Gwk9W8mpU8MMc3NIzdTw6/5CYpJN/2XVdwb40qOTO3Y2ZoRey2bB4pvEJhSUmb5hsD39e/sQ6GeLi7OcqbMv8/fJtFLpanhbM3pITRrVc0AmkxAVk8dnc6+SlKJ8LHEO7OND2xYu1PCyRlmkIfR6NktWRxATZ3ydBdPr06yJU5n7U9WetTkNVTo8sWLFCt5//32OHTtGfHx8qfe9vLxYu3atwbI1a9YYNCIAtm7dSkJCgsHr9u3b1KtXj6ZNm/Liiy/q01paWvLVV1+RkZFRNTt1x61Luzi58yueaz+G18b+jrNHILtXjqAg1/hBGx9xBv8G3XhlxGpeHb0BWwcPdq8cTl5WkkE674DWDPjkmP71cr8FVbofd73cypWxw/1YtSGKd8afIzwyl4Uz6+Ngb16p22n7ggMj+3myfnsiY6aFERFTwOzJtbC3M95+retvzdTRvuw5lsZ7X4Tx7/kspo2rSQ0vy1JpWzSxJ8jPhtSM0idOMzMJx85ksvNQaoVjjri0i1O7vqJx+zG8OuZ3nDwC2bOq7LpOjDhDrYbd6DZ8NT3e3YCNvQd7VpWua4CoK/tJjrmItcKtQjG1aGTD4F7ObN6byUdfx3M7vohPR7mjsDX+kQ7wlTN+kBuHTuUyZUE8py/nMWVYNXzcS+p3cC8nGgVZ8d0vKYz/Xxw7j2XzTm9nmgZbl8qve1sFFW2D1/GR0L6RhONXtKzcpyE5U0vftlKs5cbTV3eDK9Fa1h/WsPaAhuwCLf3aSrG1KkmTlgN7z2v4eY+GdQc1ZOU/OM+HaVzbjNday9l7Ssn8DfnEp6gZ3csaWyvjJwYLc0jN0vLnP0qy8ow3AKzkMO5Na9QaWLo9n7nr8tj2t5J8pekXMQNe96HPK14sWHyTkZMvUFCoZuHM+liYl30Cs7KU6T7XS2+WmcbT3ZLFXzXidmwB739ykcHvn2X1xmiURaY1bkyJs3E9B7bujGfUhxeY8PklzGQSvpnZAEt56WP7zVe9Kv1isKIkUmmlvZ4GVRZlbm4uv/32G6NHj6Z79+6sXr26VJrBgwezatUqg2WrVq1i8GDDqy0nJyfc3d0NXl9++SWpqan88ccfWFqWnEA6dOiAu7s7c+fOrZL9uiv07zUEPf8GgU1741jNn1a9pmNmYUnY2a1G07/cdz51m/fH2bMODm61aN37S7RaDXG3Thikk5lZYG3nqn/JreyrdD/u6tvLmz/3JrDrYBJRMfnMX3yTQqWGVzq6V+p2endxZc/RNPb9nU50vJLvVseiLNLQuY2T0fS9OrlyNjSbLbtTiElQsnZrIuFRBbzawcUgnbOjOe8N9OKrZbdRqUrns+6PRP7Ym0JkbGGFY758fA2Bz79BQBNdXbd8VVfXN84Zr+t2b82nbrOSum51p67j76vrvKwkTvw5m3ZvzkMqrVin3yvtFBw8kcOR07nEJhXz0+Y0ioq0vPyindH03dsoCLlewI7DWcQlF/Pb7kwiYpV0aa3QpwnwteTImVyu3iokJUPFgRM53I4vwr+64RnY19OCHu3sWbKxYg2wFwIlhERouRSpJTUbdp/VolJBw5rGTyA7Tmo5H64lOVPXONh1RotEAr7VStJfjdYSlQSZeZCaDQcuaLG0kOBm4sem3XMW/HulmFNXVSSla9h0SEmRSkuzYOON5+gkDTuOK7lwQ4VKbTzPDk0tyMzR9SxEJ2lIz9YSFq0mLcv0k90bPb1Yu+k2x0+lcSsqj1nfXMfZSU7rZi5lrnPyXDrLf4ni2AOuxkcOqsmJc+ksWR3BzYhc4hML+ed0GplZpXtPqirOSdND2X0wicjofMKj8pizKAx3N0sC/Q2Pbf+aNvTt5cPcb8NMik0wTZU1GjZt2kRQUBCBgYEMHDiQlStXlmoR9uzZk4yMDI4fPw7A8ePHycjIoEePHg/Me/Hixaxdu5bff/8db29vg/dkMhlz5szh+++/JzY2tnJ36g61qojU+Ct4+TfXL5NIpXj5NSc5OqRceaiKC9GoVaUaBQkRp1k3qyWbvu7K8W3TKcyr2h4T0F2FB/jbcfZiyba0WjgbkkFwoOIBa1ZwOzIJtX2tOX8l12A7F67kUtffxug6dfxtuHBPeoBzl3Ooc096iQSmjKzOll3J3I6reKPgQe7Wted9de1pSl1bl9S1VqPh6OaPqN96GI7ValcoJjMZ1PKWc+lGSXetVguXbhYQUMP4JXaAr6VBeoCLYYbpb0QV0rSeNU72MgCC/S3xcDXnYljJehbmEsYNcuXn39PIzCnjLGmEVAoejhCVZPgdEJmkxculfN275jKQSqCwjCt0qRQa+0koLNKSlFnu0PRkUvBxk3IjumS/tMCNaDW+7qZ/VdaraUZMsoYh3SyZNcKGD/tZ07yMRkh5eFazxMVJzpmQks9rXr6aqzeyqRdk+udVIoEWTZ2Iicvn6xn1+XNdc35a0JjWzZyfaJw2NrrjMTunpOEil0uZNrkOC5feJD3TtAZNZZFIJZX2ehpUWaNhxYoVDBw4EIAuXbqQlZVVal6Cubm5vkEBsHLlSgYOHIi5edkfqGPHjjF+/Hh+/PFHWrRoYTTNa6+9RqNGjZg2bVq541UqlWRnZxu8lErjY3iF+ZloNWqsbA0/TFZ2zuTnlO/q6/TuBVgr3PDyL9kHn4BWtHvjf3QfvooXukwiIfIse1aPQqMp/5ezKewV5pjJJKRnGH740jOLcXa0qLTtKOxkyGSSUlctGVnFONobv9J2tDcjI/vB6d/s7oZao2Xb/ooPPTxMmXVt60xBOev6zB5dXXv6ldT1pWM/I5HKCG4xqMIx2dnoyjHrvpN2Vo4aB4XM6DoOdrJS6TNz1DgoSspxxe9pxCYVsWx6dTYs8OXTUe78/Hsa1yJKGmJDejkRFqXkbDnnMNxlbQFSqYS8+9p0eYVgU3qkyaiXGkrILYTI+0Z5/D1gcm8pH/WR8kKAhA1HNRSUPbWjTDZWEmRSCTn5hl3xOfla7GxM/6p0tpfSsr45qZkalmwr4HhoMb3byXm+jmlTypzufCYz7jtZZmQW6d8zhaO9OdbWZgzsU51T59OZ8MUljp1MZfbUYBrVq3jXTWXEKZHAByP8uXQ1i8jokmPug+F+XL6ezfFTj38Ow/3E8EQlCAsL4/Tp0/Tr1w8AMzMz3nrrLVasWFEq7bBhw9i8eTOJiYls3ryZYcOGlZlvdHQ0ffr0YeTIkQwfPvyBMXz11VesWbOGa9eulSvmuXPnYm9vb/CqqiGOkCPLibi0m44Dv8fMvORKz69hd2rUfRkn9wB8gzvQefASUmJDSYg4XSVx/H/g72tFr46uLFge/aRDMeriUV1ddxhQUtepcVe48u862vSZi+Q/NPO6a2sFATXk/O/nRD76Oo6129MY/roz9QN0Z/WmwdbUq23F6j8e/xd18yAJdX0kbDmuQX3f8PrtZFixT8OagxpuJWp5rbnpcxqqgkQCscka/vq3iLgUDScuF3PicjEt65fvxNmxrRv7NrXSv8zMquaYuXule/xUKpu2xxEemccvW2L490wavbp4PpE4J75bm1rVbZg276p+WcsXnHmugQPfLQ9/5PyFiquSuydWrFiBSqXC07PkQNNqtcjlcn744QeDtPXr1ycoKIh+/fpRp04d6tWrR0hISKk8CwoKeO211wgODmbRokUPjaFNmzZ07tyZqVOnMmTIkIemnzp1KhMnTjRYJpfL+X5n6bSW1g5IpLJSE+EKctKwtit7rA7g0rGVXDy6nG7vrMTZI/CBaRVOPljaOJKdFm0wFFLZsrKLUam1ODka9vA4OZiTZmRSoamyc9So1dpSkysd7c3JyDIyEQHIyFLhqCg7ff0AWxwUZvyyMFj/vkwmYUQ/T3p1cmXw5Ks8ijLrOjcNq4fUdejfK7l0dDldhq3E6Z66Tow6S0FeGr/Ne1m/TKtRc3rXPK78s5a3phx8YL45ebpytLcz7FWwt5ORmW28VyozR10qvYOdjMxsXTlamEvo392J+auSOH9VNxwRnVCMr5ecnu3sCb1RSL3allRzNmP1nBoG+Uwe6mbQG2FMfhFoNNpSvQo2lpTqfbjfi4ESmteR8OsRDSlZpd8vVkNGru4Vn6bl3W4SGtaScOJaxeYM5BVoUWu02FlLgZKWiZ21hJwyJjmWR3aelsR0w3pJStfQ0L98X7/HT6dx9cZZ/d8W5rprPcf7Pp+ODhaER+SWWr+8srKLUak0REUb9iLdjsmnft2H9zRUdpwTRvnT4nknxk69SEpayfpNGjjg5W7F7o2tDNLP+jiYS1ezeP+Tiw/NuzI9LcMKlaXSGw0qlYq1a9fy9ddf06lTJ4P3evXqxYYNG+jSpYvB8mHDhvHee++xZMmSMvMdPnw46enp7N27FzOz8oX9v//9j0aNGhEY+OCTM+gaCHK5scuT0l8WMjMLXDyDibt1Et/gDoBujDr+1knqNh9Q5jYuHv2ZC4eX0XXYcly96z00ptysRArzM7G2c31o2kehUmm5EZ5DkwaO+luWJBJo0tCRrTvjKm87ai03o/JpXNeWE+ez9NtpVNeWHQeMd/VfC8+jUV1bg9snnwu241p4HgAH/knn/BXDWwLnfFiLg/9ksO/vR7jv7o67dZ0QfhLfuuWv60vHfibk8DK6DC1d1/6Ne+LpZ9gI3Lt6BP6NelK7Se+HxqRSQ0SskvoBlvpbHSUSqF/bij3Hs42ucyOqkPoBVuw6VvJ+gwArbtzWDcHJpLq5LZr7DneNRqv/Utx2MIuDJw3LeuFH3qzels65K/n8+LlPmTFrNJCQoZvEeCOu5GTuW03CuZtln9ybBUloUUfCxmMaEss5vUciATMT+lDVGohJ1hDgIyM0QteYkgABPjL+vmT6uHlkgho3R8OA3BylZGSXr1FTUKAmrsCw0ZGarqRpQ0fCI3WfA2srGXUDFGzbVfoutfJSqbRcu5mDj7fh3TI+XtYkpTx8rlBlxjlhlD9tmrvw/tSLJCQZbvuXLdH8uS/BYNm6H5/n+xW3+Oe0uOWyqlV6o+Gvv/4iIyODd955B3t7w9bp66+/zooVK0o1GkaMGMEbb7yBg4OD0Tznz5/P5s2b+fPPP1GpVCQmJhq8b29vj5WVVan16tevz4ABA/juu+8ebaeMqN96MEc3T8XVqx6uPvW5/M9aiosKCGjyGgCHN32EjaIaL3TR9V6EHF3Ouf3f83LfBdg5epGfozsJmltYYy63oViZx/mDi/Gt1xFrO1ey06I5vXsBCqfqeAe0KjOOyrJxWyyfTgjiengO127k8OarXlhZStl5IPHhK1fA1j0pTB5RnRuR+YRF5PNaZ1cs5VL9Cf7DkdVJzShm1Wbdl8K2fSnMn1qb17u4cvpiNm1fdKR2TSsWrYoBdFfdOXmGX1Qqla6HIjaxZE6Kq5M5drZmuDmbI5VCreq64yU+6eH3ntdrNZhjW6bi4l0PV29dXauKCgh4TlfXRzd/hLWiGs931tX1xaPLOX/ge9q9tQBbI3Vtae2IpbWjwTakUjOs7FxwcK1ZrnL860g2Y/q7cCumiPDbSrq3VSC3kHD4lO6kPra/C+lZan7dqTvT7jyWzYyxHrzSTsH5qwW0bGyDn4+cZZt0jbUCpZYr4QUM6ulEUXEaqRkq6vpZ0rapLWu26+omM0dtdPJjaoaK5HTjPUX3Oh2mpceLEhLSdT0CLwRKMDeDS5G6k2ePFyXk5MORUN3fzYIktKknYftJDVl5JXMfilRQrNJNjGxRV8LNeC25BWAt1z0Hws4KrsWYdmfCkfNFDOhkSXSymuhEDW0bm2NhLuHUVV2jYUAnS7JydUMNoGtsuTvpGgRmUrC3leLlIkVZrCX1zt0RRy4UMf4Nazo+b8GFG8XUcJfRvJ45vx00fdLu5h1xDH6rOjHxBSQkFTJ8oC9p6Ur+PlnS+F40qwHHTqSydafuBG1lKcXLo+R70qOaJf41bcjJVemfwbBhawwzptTl4uVMzodm8uJzTrR4wZkPPgl5bHFOGu1PhzbVmDr7MvkFKpwcdD2Nuflqioo0pGcWG538mJRSWKqBIVS+Sm80rFixgg4dOpRqMICu0TBv3jyysw2vhszMzHBxKburd/HixRQXF5dqbNy1atWqMocgZs6cyW+//Vb+HSgnvwbdKMzN4NyB78jPScXZow5dh/6kH57Iy0xAIim5urh2ciMadTEH1o8zyOe59mNo0mEsEqmMtMQwbpzfRlFhDtZ2rnjXbkmTjh8gM6u8yYhlOXQ8BQd7c4YP8MXJUdd9OGlaaKlJTI/q6OlM7BVmvN3bA0d7MyKiC/h0QYS+m9zVycLgavdqeD7/WxrF4Nc9GNLHg/gkJTO+jazwXRJv9/agU+uS2zqXfKnrffpw7sPHRWs16EZhnq6uC+7UdeehP+mHJ3Lvq+vrp3R1fehXw7pu/PIYnuswtkJxl+XfkDwUtlLe6uKIg0JGVJyS2cuSyMrVFZ6Lo5nBcxRuRCn5dl0y/bo50r+7EwkpxcxbmURMYkn9LlqbQv/ujowb6IqttZSUDBUbdmWwr4yHO1XUtRgt1nJoU0+CjaWEpEz47aiGvDvtNoW1xOAOq+f8JZjJJLze0nBY5e/LGv6+okWjBReFhAa+EqzkUFAECemw7pCGVOMdLg914aYKWysl3ZrJUVhLiE3VsHRbPjn5urgc7SRotSV1bW8jYcqAkjt52jexoH0TC27Gqvjh9zvDPEkaVuws4JUWcjq/YEFatoY/jio5F/bwhlZZ1v8eg6WljCljA7C1MSP0ahaTpoVSVFxSfl7uVjjcM7QX5G/H93Mb6f/+YLg/ALsOJjJnke62xWMn01iw+CYD3/Bh/Eh/ouMK+GzuFS5dNa1ATYnztW665/T8cE+sALMXXWf3wdLPOnninpIJjJVFon3ST8b4j1uw1fSxzKo2ubfuYG3Vo+ynZT5px/9sC0DnwSFPNpAH2LumEQDzfv/v1vWU13V1/caEyCccSdk2f6PrJZnzW9Xe7fMoPnlL1wAZ923lP+m0snw7Tvc8gqfhc/00xFjVUj4bWml5uc5a9fBET9iz1UQSBEEQBMFk4gerBEEQBMFET8vzFSqLaDQIgiAIgometbsnnq0mkiAIgiBUJqm08l4V9OOPP+Lr64ulpSUvvvgip08/+EGAixYtIjAwECsrK3x8fJgwYQKFhRWbVC4aDYIgCILwlPntt9+YOHEi06ZN4/z58zRs2JDOnTuTnJxsNP2vv/7Kxx9/zLRp07h27RorVqzgt99+45NPPqnQdkWjQRAEQRBM9KR+sGrhwoWMGDGCoUOHUrduXZYuXYq1tbX+t5zu9++//9KyZUv69++Pr68vnTp1ol+/fg/tnbifaDQIgiAIgokkEmmlvcr7w4lFRUWcO3eODh066JdJpVI6dOjAiRMnjMbZokULzp07p28kREREsGvXLrp161ah/RWNBkEQBEH4DyjvDyempqaiVqupVq2awfJq1aqVemLyXf3792fmzJm0atUKc3Nz/Pz8aNeunRieEARBEITHRiqptNfUqVPJysoyeE2dOrVSwjxy5Ahz5sxh8eLFnD9/nq1bt7Jz506+/PLLCuUjbrkUBEEQBBNV5nMayv7hREMuLi7IZDKSkgwfq52UlIS7u7vRdT7//HMGDRrE8OHDAd1vM+Xl5TFy5Eg+/fRTpOXcD9HTIAiCIAhPEQsLC5o0acLBgwf1yzQaDQcPHqR58+ZG18nPzy/VMJDJdI9Vr8ivSYieBkEQBEEw0ZN6uNPEiRMZPHgwTZs25YUXXmDRokXk5eUxdKjutzDefvttvLy89HMievTowcKFC2ncuDEvvvgi4eHhfP755/To0UPfeCgP0WgQBEEQBFNJnkyH/VtvvUVKSgpffPEFiYmJNGrUiD179ugnR0ZHRxv0LHz22WdIJBI+++wz4uLicHV1pUePHsyePbtC2xWNBkEQBEF4Co0dO5axY8cafe/IkSMGf5uZmTFt2jSmTZv2SNsUP40tCIIgCCbKXji+0vJSTFxUaXlVFdHTIAiCIAimEr9yKdyrVY+jTzqEMh3/sy0AnQeHPNlAHmDvmkbA01GOw2YYf2b7f8HKaW7A01GOPUZde8KRlO3PZXUA6PXejSccSdm2LQ4Ano66fhpirGoSifiVS0EQBEEQhFJET4MgCIIgmEoMTwiCIAiCUB5P6jkNT8qz1UQSBEEQBMFkoqdBEARBEEz1hB7u9KSIRoMgCIIgmEoMTwiCIAiCIJQmehoEQRAEwUQSMTwhCIIgCEK5iOEJQRAEQRCE0kRPgyAIgiCYSCIe7iQIgiAIQrk8Y789IRoNgiAIgmAq0dNQNRITE5k9ezY7d+4kLi4ONzc3GjVqxPjx42nfvj0A//77L7NmzeLEiRMUFBRQu3Zthg4dyrhx45DJZPq8jh49yowZMwgJCaGwsBAvLy9atGjB8uXLGTlyJGvWrCkzjho1ahAVFWXyfrwzwJcendyxszEj9Fo2CxbfJDah4IHr9O7mSb/ePjg5WnArMpdvloVz7WaO/v2enT3o2NaNAD9bbKzN6NL3OLl56lL5NG/qxNC+NfDztaGoWFPq/R7tXejT1Q0nezMiYgpY/EscYRH5ZcbV+nl7Bvf2oJqLBXFJSlZsiufMpRyjaT8Y7E33l11Yuj6OP/al6Jf361GNFxoqqFXdCpVKy+vvhT6wLB7Vw8qyqrz8vBVdWlhjbyslJlHF+t05RMarjKb1dJXRq50Nvp7muDjI2LAnh/2nDI+Rbq2saRIkx8NFRpEKwmOK2XIgl8S00vX+IFVxPH44pjZNGzri4mRBfqGay9eyWbImguhYXb4KOzOmTaqDn68NCoU5GZlFHD+VZnRb3do50rujE472ZkTGKlm2MZGbUYVlxtbyOTsGvuqKm7M58clFrN6azLnLeQZpvN0tGNLbjXoB1sikEmISlMxdGktKhq4+Ord2oO3zCvyqW2JtJaPv+DDyCkp/XsrStY09r3V0wkEhIypWyfJNKdy8XXbMLRrb0r+HC27OZiQkF7N2WyrnrpTEfPdXK++3emsK2w5klDuu8qjo8TCwjw9tW7hQw8saZZGG0OvZLFkdQUzcg4+h/1JMC6bXp1kTJ6bOvszfJ40fh0LleSxNpKioKJo0acKhQ4eYP38+oaGh7Nmzh5deeokxY8YA8Mcff9C2bVu8vb05fPgw169fZ9y4ccyaNYu+ffui1WoBuHr1Kl26dKFp06YcO3aM0NBQvv/+eywsLFCr1Xz77bckJCToXwCrVq3S/33mzBmT92PA6z70ecWLBYtvMnLyBQoK1SycWR8L87K7p15u5crY4X6s2hDFO+PPER6Zy8KZ9XGwN9enkculnDqfzrrN0WXm07aFC59PDGLngUSGfHCO0VNCDN9/wYGR/TxZvz2RMdPCiIgpYPbkWtjbGW8X1vW3ZupoX/YcS+O9L8L493wW08bVpIaXZam0LZrYE+RnQ2pGUan3zMwkHDuTyc5DqWXGXlnKU5ZV4flgOW91smXH0TxmLEsnJknFxIEO2Fkbr3cLcwkpmWq2HMglM8d4IyCwhjmHzhQwa0UGX6/LRCaFiQMdsKjArlTV8RgWnsucb8MY8N4ZJk0LRSKBb2Y20F9QaTXw96lUPpp1mX6jTjNnURhNGzmW2larpnYM7+PGhp2pjJ8dSWRsITM/qI69naxUWoCgWlZ8ONyLff9kMm5WJCdDcvl0tA/VPeX6NO4u5nz1YQ1iE4v45OvbvD8zgo07UylSafVp5BYSzl/JY/Puip9AWjaxZdjrrmzcmcbEudFExSmZ9r4X9rbGYw6sZcmkYR4c+DeLiXOjOXUxl49HeVLdw0KfZsjHtwxe361NRKPRcuJCboXjexBTjofG9RzYujOeUR9eYMLnlzCTSfhmZgMs5ZVzaqjqmN581Ut/bnhiJJLKez0FHkuj4b333kMikXD69Glef/11AgICCA4OZuLEiZw8eZK8vDxGjBhBz549+emnn2jUqBG+vr4MHz6cNWvWsGXLFjZt2gTAvn37cHd3Z968edSrVw8/Pz+6dOnC8uXLsbKywt7eHnd3d/0LwMHBQf+3q6uryfvxRk8v1m66zfFTadyKymPWN9dxdpLTuplLmev07eXNn3sT2HUwiaiYfOYvvkmhUsMrHd31aTbviOOXLTFcuZ5tNA+ZFMaN8OfHVRFs35NATHwBUTGGPQi9u7iy52ga+/5OJzpeyXerY1EWaejcxslonr06uXI2NJstu1OISVCydmsi4VEFvNrBcF+cHc15b6AXXy27jcrIhfW6PxL5Y28KkbFlX4lVlvKUZVXo3MyaY+cLOB5SSHyqmrV/5VBUrKV1Yyuj6aPiVWzen8fpK0pUZXQcfLM+i38uFhKfoiYmScXK7dm4OMjw9Sh/q6GqjscdexO4eCWLxGQlN27lsvyXKKq5WuLupmtQ5uSp2LY7gbDwXJJSlJy7lMkfu+JLbatXB2f2Hs/k4L9ZxCQUsXh9IsoiDR1bOBiNrWd7J85fyeWPfenEJhaxfkcKt6ILeaVdSYNkUC9Xzl3OY/XWZCJilCSmFnP6Ui5Z9zTOdhzMYMveNK5HVvxq+dWXHdn3TzaHTmYTm1jEkg3JKIu0tG+hMJq+x0uOnL+ax7YDGcQmFvHrX2lExBTSrV3JPmZmqw1eLza05fKNApLSiisc34OYcjxMmh7K7oNJREbnEx6Vx5xFYbi7WRLob/efj8m/pg19e/kw99uwSonVVBKptNJeT4MqjzI9PZ09e/YwZswYbGxsSr3v4ODAvn37SEtLY/LkyaXe79GjBwEBAWzYsAEAd3d3EhISOHbsWFWHbsCzmiUuTnLOhJR0J+blq7l6I5t6Qca/UMzMJAT423H2Ysk6Wi2cDckgOND4OsYE+Nnh5iJHq9GyctFzbFvTjAXT65dsRyahtq8156+UXLlotXDhSi51/UuXOUAdfxsuXDG80jl3OYc696SXSGDKyOps2ZXM7biqbxQ8SGWVZUXJpFDD04yrESW9LFrgakQRft6V18Nhdecqqrzd6I/reLSUS+nWwZ34xAKSU5VG0zg7WdC2ueFJwEwG/tUtuXitpJteq4WQ63kE1jLe2AqqZUXIdcOhiAtXcwm6k14igab1bYlLKmLGBz6sm1+bBR/70qyhrdH8KspMBn7VLbkUZhjzxet5BNY0HnNgTUsuXTdswF+4ml9mens7GU3q2XDg36xKifkuU44HY2xsdD0q2TmP3qCpypjkcinTJtdh4dKbpGdWbuNLeLAqn9MQHh6OVqslKCiozDQ3btwAoE6dOkbfDwoK0qd544032Lt3L23btsXd3Z1mzZrRvn173n77bRQK008eSqUSpdLwS1EuL+kWdXLUdTdm3HeAZmQW6d+7n73CHDOZhPQMw3XSM4up4W1d7tg83XVXeMP6+/L9ilskJhXS9zVv/fsKOxkymYTMrPtiyyrGx0OOMY72ZmRkl07vaF9ySLzZ3Q21Rsu2/VU/9PAwlVWWFWVnLUUmlZCdZ3gyz87T4OFSOR8fCdCviy03o4uISynfnIaqPh5f6+bJ6CG1sLaScTs2n/GfX0KlMuwGnj65Dq2aOWMpl3H8lOExorA1QyaTkHHf8Exmthpvd+PHpIPCjMzs0ukd7hyT9nYyrC1l9OnizC/bU1i9NZkmwbZMfdebTxdGc/lm2fN3ysPO9s7n6L4YsnLUeFczXqYOCrNSQ1BZOSocFcaHM15upqCgUMOJkModmjDleLifRAIfjPDn0tUsIqMfrSyrOqYPhvtx+Xp2mXNpHqtn7ImQVb63FRlvKk9amUzGqlWriI2NZd68eXh5eTFnzhyCg4P1cxhMMXfuXOzt7fWv0aNHI5FI2LepFfs2tcLM7MmNN0nvPHFs7aZojv6bStitXOYsqtouOX9fK3p1dGXB8rLnWQiVY2B3W7zczFi6xfjw1L0e1/G470gSw8adY8zHIcTE5fPlR3VLjUN/93M4w8af46MvL+PlYfzKujJJ74z5nrqYw/aD6UTGKtmyN40zobl0aeNQ5duvDO2b23PsTDbFqkcbh+/Y1k1/LFTW8TDx3drUqm7DtHlX/9MxtXzBmecaOPDd8vBHzr9SSCWV93oKVHlPQ+3atZFIJFy/fr3MNAEButnF165do0WLFqXev3btGnXr1jVY5uXlxaBBgxg0aBBffvklAQEBLF26lBkzZpgU59SpU5k4caLBMq1Wy9BxZwGwMNe1rxwdzEm7Z0Kgo4MF4RHGrxqysotRqbU4ORp2Yzvdl8fDpKbr0kbFlHSb3vulk52jRq3WlpoQ6GhvTkaW8Rn+GVkqHBVlp68fYIuDwoxfFgbr35fJJIzo50mvTq4MnmzaF4upKqssKyonX4Nao0VhY9i+VthIycot/4z8sgzoakvD2nL+tzqDjJyH5/e4jse8fDV5+QXEJhRwJSyb3Rta0qa5CweOldw5k55ZTHpmMdGxBeTkFrP4q8b697JzVajVWhzvm/TooJCVeUxmZqtwUJROn3knfXauCpVaS3SCYY9gTKKSun6P3tuUk3vnc3RfDPZ2MjKyjfcAZWarcLC7P72Z0fR1/azwdrdgwYrS8z8q6vjpNK7eOKv/25Tj4V4TRvnT4nknxk69SEqaaZ+nxxVTkwYOeLlbsXtjK4P0sz4O5tLVLN7/5KJJ8QvlU+U9DU5OTnTu3Jkff/yRvLy8Uu9nZmbSqVMnnJyc+Prrr0u9v2PHDm7evEm/fv3K3IajoyMeHh5G8y8vuVyOQqEweMnlcuISColLKCQyOp/UdCVNG5ZMyrK2klE3QMHlMiYwqlRaboTn0KRByToSCTRp6MiVsIdfVd4VFp6DskiDj1fJF6NMVtIqVam13IzKp3HdkrFdiQQa1bXlarjxMrkWnkejuoZjwc8F23HtTvoD/6Tz7mdhjP685JWaUcSWXcl8uuBWuWOvLJVVlhWl1sDteBV1apV0p0qAOrUsuBX7aGOpA7ra8lyQnHlrM0nNLF8D5Ekcj5I76czNy/66kNw381ulhvDoQhrUMZwj0zDIhrAI4xMUr0cU0DDIcA5Oozo2XL+TXqWGm1EFeFczHN7wcpOTkv7o49oqNdyKLqRBYMnnTCKBBoHWhJUxqTIsspAGQYYNlkZ1jKfv0EJB+O1CouIevZFbUKDWHwumHg93TRjlT5vmLoz79BIJSabPXXpcMf2yJZrB759l6AclL4DvV9xizhOYFCmRSCvt9TR4LM9p+PHHH2nZsiUvvPACM2fOpEGDBqhUKvbv38+SJUu4du0ay5Yto2/fvowcOZKxY8eiUCg4ePAgH374IX369OHNN98EYNmyZYSEhPDaa6/h5+dHYWEha9eu5cqVK3z//fdVuh+bd8Qx+K3qxMQXkJBUyPCBvqSlK/n7ZMl47qJZDTh2IpWtO3VXExu3xfLphCCuh+dw7UYOb77qhZWllJ0HEvXrODmY4+RogZenrou3Vg1b8gtUJKUoyclVkV+gZvvueN7p70tyqpLE5EL69/YxiG3rnhQmj6jOjch8wiLyea2zK5ZyKfv+Tgfgw5HVSc0oZtVm3RDOtn0pzJ9am9e7uHL6YjZtX3Skdk0rFq2KASAnT03Ofc+KUKl0PRSxiSVXeq5O5tjZmuHmbI5UCrWq6/YhPklJofLRr8TvVZ6yrAp7T+YzvJeCqHgVkXHFdGxmjdxcwvEQ3YlheC87MnI0/H5Q1+CSScHTVffRMpOBg0KKTzUzlEVakjN0ZTqwmy3N6lvy3cYsCpUlPRkFSg3Fxi/ES6mK49GzmiUvt3blzIUMMrOLcXWWM7CPD0qlhhNndcdSsyZOODmYc+1mDgWFampWt+G9obVKxbftQBoThngSHlXIjagCXm3vhKWFlAP/ZgIwYYgHaZkq1m7T9V7sOJjO3Mk16NXBibOhubR+XoF/DSt++KWkfrfuS2fKCC8u38wnNCyP54JteaGBLZ98fVufxkEhw1FhhqerrqFXw0tOQaGmXA2L7YcyGPe2O+G3ldy8XUiPlxywlEs5eEJ3khs32J20TBW/bNeV8Z+HM5g9wYdX2zty9nIurZvqng+xeH2SQb5WllJaPGfHqq0ppbZZWUw5HiaN9qdDm2pMnX2Z/AIVTg66XqjcfDVFRY/++a2KmO72cN0vKaXwkRo9JntKhhUqy2NpNNSqVYvz588ze/ZsJk2aREJCAq6urjRp0oQlS5YA0KdPHw4fPszs2bNp3bo1hYWF1K5dm08//ZTx48frr2ReeOEFjh8/zrvvvkt8fDy2trYEBwezbds22rZtW6X7sf73GCwtZUwZG4CtjRmhV7OYNC2UouKSoQIvdysc7un2P3Q8BQd7c4YP8MXJUdctN2laqMHkoF5dPRnW31f/9+KvGgEwe9F1dh/Uffn8uCoCtUbL5xOCkMulXA0zfKDR0dOZ2CvMeLu3B472ZkREF/Dpgggys3VnIFcnCzT3fAdcDc/nf0ujGPy6B0P6eBCfpGTGt5EVvkvi7d4edGpdclvnki8DAfhwbjiXrlfuZK/ylGVVOHNFiZ11Lr3a2egf7vTN+kyy83T17mQvQ3PPELWDnZQZ75aUSdcWNnRtYcP1qCLmrckE4OXndVenHw8xfL7Bim3Z/HOxfHVQFcejslhDw2B73uzpjZ2tGemZRVy8ksW7Uy7oJ9oqizT06OzB+8P9sTCXkJyq5OiJVGpWN+wlOH42B3vbZAb0dMVRISMiVsm076L1Ewddncy5dxrT9YgCFvwcx8BXXXm7lyvxyUXMXhJDdHxJI/VkSA6L1yfwRhcXRr5VjbikIuYui+XqrZIr+65tHOnfo+TW6q8+9AVg0eqHDwv8cy4Xe9tU+r3ijKNCRmSskhk/xOlv6XR1NEN7T2WHRRSycGUCA3q6MLCnM/EpxfxvWTzRCYa9Ca2b2CGRwN9nqu5BZKYcD6918wLgh7mNDPK697vn/1tMwqORaJ/4kzH+21r1OPqkQyjT8T91jaTOg0OebCAPsHdNI+DpKMdhM5KfcCRlWznNDXg6yrHHqGtPOJKy/blMd4dWr/duPOFIynb3CZJPQ10/DTFWtcJNCyotL8s3Sz924L9G/PaEIAiCIJjqKXmSY2URjQZBEARBMNVT8iTHyvJs7a0gCIIgCCYTPQ2CIAiCYKqn5FbJyiIaDYIgCIJgqmfslstnq4kkCIIgCILJRE+DIAiCIJhKDE8IgiAIglAuz9gtl89WE0kQBEEQBJOJngZBEARBMNUz9pwG0WgQBEEQBFOJ4QlBEARBEITSRE+DIAiCIJhK3D0hCIIgCEK5PGNzGsRPYwuCIAiCiQr3rqi0vCw7v1NpeVWVZ6uJJAiCIAiCycTwxEO06nH0SYdQpuN/tgVg3u+aJxxJ2aa8rmuXDpuR/IQjKdvKaW7A01HXC7f/dzsGJ76qm0X+NJTjgKlxTziSsq2f6wU8HeX4NMRY5cScBkEQBEEQykXccikIgiAIglCa6GkQBEEQBFM9Y3dPiEaDIAiCIJhIK4YnBEEQBEEQShM9DYIgCIJgKnH3hCAIgiAI5fKMNRqerb0VBEEQBMFkoqdBEARBEEz0rE2EFI0GQRAEQTDVMzY8IRoNgiAIgmCqZ6yn4dlqIgmCIAiCYDLR0yAIgiAIphJPhHy4xMRE5s6dy86dO4mNjcXe3h5/f38GDhzI4MGDsba2BuDff/9l1qxZnDhxgoKCAmrXrs3QoUMZN24cMpnMIM+//vqL+fPnc/78edRqNcHBwYwZM4YhQ4aU2v7vv//Ojz/+yIULFygsLKR69eq0bNmS999/n8aNGwOwevVqxo8fT2Zmpim7WKZ3BvjSo5M7djZmhF7LZsHim8QmFDxwnd7dPOnX2wcnRwtuRebyzbJwrt3MMUgTHKhg5CBf6gYq0Gi03IzIZeK0UIqKdL9g+b/PgqldyxYHewtycos5e7F8+3X1xHpC/15JQW4qTu5BNO/xKa4+DYymvX5mE+Hnd5CRdBMAF6+6NO00ocz0/2ybzvXTv/Fi94+p13JwueIx5uXnrejSwhp7WykxiSrW784hMl5lNK2nq4xe7Wzw9TTHxUHGhj057D9lWP7dWlnTJEiOh4uMIhWExxSz5UAuiWlqk2OsiPLUd1W4/O96Lh5dQUFOKs4eQbR89TPcqhuvu2unNnHj3HbS79S1q1cwL3SZYJD+8G8fc+PcNoP1vANa0X34zxWKqyo+Mx+OqU3Tho64OFmQX6jm8rVslqyJIDpWl6+/rw0D+1Snfl0FDgpzEpIL2b47oVzxdmxmQ/c2ttjbyohOLGbNjkwiYouNpvVyM6NPRwU1vcxxdTRj3V+Z7PknzyBNkK8F3dvYUtPLAkeFjIXr0jh3tbBcsTxMRcu2YbA9/Xv7EOhni4uznKmzL/P3yTSDNMP61aB9GzfcXOSoVBrCwnP5aV0kV2+UPoarom4tzCWMfceP9q3dMDeXcvpCOl8vuUlGZkkdBNW2493BNQn0swO0XL2Rw5JVEYRH5enzeFyetYmQFW4iRURE0LhxY/bt28ecOXO4cOECJ06cYMqUKfz1118cOHAAgD/++IO2bdvi7e3N4cOHuX79OuPGjWPWrFn07dsXrbbkJ36///57Xn31VVq2bMmpU6e4dOkSffv25d1332Xy5MkG2//oo4946623aNSoETt27CAsLIxff/2VWrVqMXXq1Ecsjgcb8LoPfV7xYsHim4ycfIGCQjULZ9Z/4AH6citXxg73Y9WGKN4Zf47wyFwWzqyPg725Pk1woIKvZ9TnTEgGIyedZ/jE82zdGY9WU1JG50Mz+eKrq/R/9zSfzb2Kl7vlQ+ONuLSLU7u+onH7Mbw65necPALZs2oEBblpRtMnRpyhVsNudBu+mh7vbsDG3oM9q4aTl5VUKm3Ulf0kx1zEWuH20Dge5PlgOW91smXH0TxmLEsnJknFxIEO2FkbL1MLcwkpmWq2HMglM8d4IyCwhjmHzhQwa0UGX6/LRCaFiQMdsDA3mrxSlae+q0J4yC5O/Pk/mnQYw+vjtuLkEcjOFcPLrOv4W6fxb9SdHqPW0GvMRmwc3Nn58zul6tonsDWDPv9b/+rQ/+sKxVVVn5mw8FzmfBvGgPfOMGlaKBIJfDOzgf6iL9DfjoysIr5ceJ1BY86ydlM0owbXfGi8zepbMaC7PVsP5vDZD8lEJxTz8TAXFDbGvyrlFhKS01Vs3JNNRrbx41FuISE6oZjV2zMfuv2KMKVsrSxluvJcerPMNDHxBXyz9CaDx57lvY9CSEguZOHMBjgoSh/DVVG37w/3p+ULznz+1VXenxqCi5Oc2VOD79kHKV9Pr09SipKRk8/z3kch5Beo+XpmA2Qy3bal0mfrRP44VbjR8N5772FmZsbZs2d58803qVOnDrVq1eLVV19l586d9OjRg7y8PEaMGEHPnj356aefaNSoEb6+vgwfPpw1a9awZcsWNm3aBEBMTAyTJk1i/PjxzJkzh7p16+Lv78+kSZOYP38+X3/9NadOnQLg5MmTzJs3j4ULF7Jw4UJat25N9erVadKkCZ999hm7d++u3NK5zxs9vVi76TbHT6VxKyqPWd9cx9lJTutmLmWu07eXN3/uTWDXwSSiYvKZv/gmhUoNr3R016f5YLgfW/6M45ctMURG5xMTV8Ch4ykUq0oaDZu2x3ElLIekFCWXr2fzy5aYh8Z7+fgaAp9/g4AmvXGs5k/LV6djZmHJjXNbjaZv99Z86jbrj7NnHRzcatGq95dotRrib50wSJeXlcSJP2fT7s15SKWPNsLVuZk1x84XcDykkPhUNWv/yqGoWEvrxlZG00fFq9i8P4/TV5Soyug4+GZ9Fv9cLCQ+RU1MkoqV27NxcZDh61H1rYby1HdVCP17NXVefIOg51/HsZo/bXrPwMzckutnfjeavn3/BQS36I+LZx0c3WrRts8stFoNceGGdS0zs8DazlX/klvbVyiuqvrM7NibwMUrWSQmK7lxK5flv0RRzdUSdzddY3rngUS+XX6LkMtZxCcVsu9IMrsOJD403q6tbTl8Jo9j5/KJS1axclsmyiItbZtaG00fEVvMht3ZnLxUgEqtNZrm4g0lm/fncLaSehfuMqVsT55LZ/kvURw7abwxCbD/aDJnL2YSn1RIZHQ+3/98C1sbM/x8bUqlrey6tbGW8UpHd77/+RbnL2USdiuXOd9ep0Fde4ID7QCo7m2NvcKcFeujiIkrIDI6n1UbbuPsaIG7mxyAQqWmXGVYKSTSyns9BSoUZVpaGvv27WPMmDHY2JQ+gAAkEgn79u0jLS2tVC8BQI8ePQgICGDDhg0AbNmyheLiYqNpR40aha2trT7thg0bsLW15b333itz21XFs5olLk5yzoRk6Jfl5au5eiObekEKo+uYmUkI8Lfj7MWSdbRaOBuSQXCgbh0He3OCgxRkZBWxZF4jdqxtzvdzG9KgrvE8AexszejU7sFX+GpVEanxV/D0b65fJpFK8fRrTnJ0SHl2GVVxIRq1yuBEodVoOLr5I+q3HoZjtdrlyqcsMinU8DTjakRRSf7A1Ygi/Lwr7wRvJdcd5nkFVftFUp76rgpqVREpcVfw8m+hXyaRSvGu3Zyk2yHlykNVVKCrayvDRkH8rdOsmdGCjfO68PfW6RTmZZSRQ2lV9Zm5n6VcSrcO7sQnFpCcqiwzHhvrBzdwZTKo6WnO5fCSPLRauHxLSe3qFg9c93EzpWxNYWYm4dUuHuTkqgiPyi31fmXXbaC/HebmUoM00bEFJCYXEnwn3+i4AjKzi3mloztmZhIsLKS80tGdyOg8EpMqt2FWHlqJtNJeT4MKXSaGh4ej1WoJDAw0WO7i4kJhoa6yxowZg5OTEwB16tQxmk9QUBA3btwA4MaNG9jb2+Ph4VEqnYWFBbVq1TJIW6tWLczMSsJeuHAhX3zxhf7vuLg47O0rdjUEoFQqUSoNv3Dkcrn+/06Oui+Ne8fVdH8X6d+7n73CHDOZhPQMw3XSM4up4a27crk7zDCsny8/rrzFzcg8urxcjUWzGvL2mLMG44OjB9ek9yteWFnKuHw9+4H7U5ifiVajxsrW2WC5la0zWSmRD1z3rjN7FmCtcMPTr+RkdOnYz0ikMoJbDCpXHg9iZy1FJpWQnWd4Ms/O0+DhUjlzdCVAvy623IwuIi6lauc0lKe+q0JhXoauru3ur2sXMpPLV9endn+NjcINr9olde0T2Jqa9Tph5+RFdloMp/d8w66VI+k1ZiNSqewBuelU1Wfmrte6eTJ6SC2srWTcjs1n/OeXUKmMX+3XC1LQvrXrA+O1s5Yik0nIyr3veMxR4+kqL2OtJ8OUsq2IFs87Mf3DuljKpaRlFDHhi0tkZZeeZ1TZdevsaEFRsYbcPPV9aYpwdtDlW1Cg5v2pIcz9tB6D36oBQGxCARO/uIT6MXYwPKsqpWlz+vRpQkJCCA4ONjjx3jtvoaoMGzaMkJAQli1bRl5ensnbnDt3Lvb29vrX6NGjdb0mm1qxb1MrzMyqphfjbu/I9j26LrubEbl8//MtomPz6X5fl/avf8QwbNw5xn9+CY2masv24tHlRFzaTYcB32NmrvvCTI27wpV/19Gmz9wq7dWpTAO72+LlZsbSLQ9uZD3LLhz+iVshu+g0+Ad9XQP4N+qOb/DLOHsEUrNeB7oOXUpKTCjxt04/ML+q/szot3MkiWHjzjHm4xBi4vL58qO6RsfTa1a3Zu5nwazacLtK46lKHdu66cv1cZTt+UuZDB13ltFTLnDqXDrzp9Vj/+aS7T9JFhZSpn4QSOi1LEZ9eIH3PrpAxO085k+rj4XFE7hal0gq7/UUqFAJ+/v7I5FICAsLM1heq1Yt/P39sbLSjUMHBAQAcO3aNaP5XLt2TZ8mICCArKws4uPjS6UrKiri1q1b+rS1a9cmIiKC4uKSlqqDgwP+/v54eXlVZFdKmTp1KllZWfrXkiVL0Gq1DB13lqHjzpKVrdumo4Nht7mjgwXpGUXGsiQruxiVWouTo+E6Tg7mpN1Z5+6/UTGGM65vx+ZT7b6rm6xsFTHxBZwNyWDavKsP3B9LawckUlmpiXAFuWlY2ZU95ggQ+vdKLh1dTpehP+PkUdKrlBh1loK8NH6b9zIrP6vHys/qkZsZz+ld8/htXvsH5mlMTr4GtUZbapKZwkZa6mrPFAO62tKwtpx5azLIyKn6S5Dy1HdVsLRx1NV1zv11nfrQur54dAUhh5fTffjPOHsEPjCtwtkHSxtHstMefPKt6s/MXXn5amITCrh4JYvP/neV6t7WtGluuL++PtZ8O6shf+5NYM2m6AfGnZOvQa3WYm973/FoJyOrjEm3j8vx02n6cjW1bCuiUKkhLqGQK2E5/O/7G+Tlq/hjV5x++yXbq/zvQwtzKbY2svvSWJCWqUvTsa0b7m6WzPk2jOs3c7gSlsOMBdfwqGZJ6xcNe9sehyc5PPHjjz/i6+uLpaUlL774IqdPP7hBn5mZyZgxY/Dw8EAulxMQEMCuXbsqtM0KRens7EzHjh354YcfyMvLKzNdp06dcHJy4uuvS8+03rFjBzdv3qRfv34AvP7665ibmxtNu3TpUvLy8vRp+/XrR25uLosXL65I2OUil8tRKBQGL7lcTlxCIXEJuglBqelKmjZ01K9jbSWjboCizKEClUrLjfAcmjQoWUcigSYNHbkSplsnIamQlDQl1b0Mu159PK1ITC57fPZhs4NlZha4eAaTEH5Sv0yr0RB/6yRu1RuVud6lYz9z4dASOg/5CVfvegbv+TfuyWvvb6PX2K36l7XCjfqth9F5aMVuwwNQa+B2vIo6tUq6MyVAnVoW3CrjFrfyGtDVlueC5Mxbm0lq5uPpsyxPfVcFmZkFrl7BBpMYtRoNceEnqVajUZnrhRz5mfMHl9DtneW4+tR/6HZyMxMpzM/E2u7B82mq+jNjjOROOnPzkq+0mtWt+W52Q3YfSuKndVEP3T+1GiLjiwn2K2msSyRQz0/Ozeiqa/SVR0GBWl+uppbto5AgobBQo9/+XZVdt2HhORQXa2hyT74+Xla4u1ly5U6+lnIpGq2WezuVtRrd30/krokn1NPw22+/MXHiRKZNm8b58+dp2LAhnTt3Jjk52Wj6oqIiOnbsSFRUFFu2bCEsLIzly5dX+IK7wgPHixcvpmXLljRt2pTp06fToEEDpFIpZ86c4fr16zRp0gQbGxuWLVtG3759GTlyJGPHjkWhUHDw4EE+/PBD+vTpw5tvvglA9erVmTdvHpMmTcLS0pJBgwZhbm7O9u3b+eSTT5g0aRIvvvgiAM2bN2fSpElMmjSJ27dv07t3b3x8fEhISGDFihVIJBKk9zxoQ61WExISYhC/XC4vc67Fw2zeEcfgt6oTE19AQlIhwwf6kpau5O+Tqfo0i2Y14NiJVLbu1PWcbNwWy6cTgrgensO1Gzm8+aoXVpZSdt4zk/vXrTG809+X8Mhcbkbm0vVld2p4W/PZ/3S9CXUD7Aiqbcelq1nk5Krw8rBi+ADfh8Zbr9Vgjm2Ziot3PVy963P5n7WoigoIeO41AI5u/ghrRTWe7zwR0A1JnD/wPe3eWoCtoxf5OSkAmFtYYy63wdLaEUtrR4NtSKVmWNm54OD68NvZjNl7Mp/hvRRExauIjCumYzNr5OYSjofo5nIM72VHRo6G3w/qGqkyKXi66g5bMxk4KKT4VDNDWaQlOUN3NTiwmy3N6lvy3cYsCpUlPRkFSg3Fxh//UGnKU99VoX7rIRzZ9DGu3vVw82lA6PE1FBcVENi0NwCHNn6Ejb0bL3adBEDI4eWc2fcd7fsvwM6pdF0XK/M4u/9HatXvhLWdC1lpMZzaNR975+r4BJa/e7oqPjOe1Sx5ubUrZy5kkJldjKuznIF9fFAqNZw4mw6UNBhOXcjgt20xODmUb2Lt7r9zGfWGI5FxxdyKKaJLS1vkFhKOnssH4N03HMnIVvPbXt0JTCYDbzdd3mYyCY4KGTU8zCks0pB057kgcgsJ7s4lX7Wujro0ufka0rJM78EwpWytLKV4eZTcmeRRzRL/mjbk5KpISlFiKZfy9ps1+Od0KqnpRTgozOnd3RMXZzmH/0kpFUNl121evpq/9ify/jt+ZOeoyM9XMX6UP6HXsrgSpnuWw5mQDN4b6sek0f5s+TMeqRQG9KmOWq3l/KVMk8vzabNw4UJGjBjB0KFDAd1F9s6dO1m5ciUff/xxqfQrV64kPT2df//9F3Nz3THr6+tb4e1WuNHg5+fHhQsXmDNnDlOnTiU2Nha5XE7dunWZPHmy/s6GPn36cPjwYWbPnk3r1q0pLCykdu3afPrpp4wfP95gTHz8+PHUqlWLBQsW8O233+of7rRkyRJ9gdy1YMECXnjhBZYsWcLKlSvJz8+nWrVqtGnThhMnTqBQlMzczc3N1T/s6d74w8PDK7rbAKz/PQZLSxlTxgZga2NG6NUsJk0Lpai4pMnr5W5lcD/zoeMpONibM3yAL06OFoRH5DJpWqjBBKLNO+KQW0h5f7gfCjtzwiNzmfDFJeITdS36QqWGts1deKe/L5aWMtIylJw6l0GDug+e8FmrQTcK8zI4d+C7Ow/8qUPnoT/pu6xzMxOQ3NMldv3URjTqYg79Os4gn8Yvj+G5DmNNKrOHOXNFiZ11Lr3a2egf7vTN+kyy83Rl6mQv497pGw52Uma866T/u2sLG7q2sOF6VBHz1mQC8PLzul6bj4cYNnBWbMvmn4tVO7u6PPVdFfwbdaMwL52z+74nPycFF886dHtnOdb6uo43+MxdObkBjbqY/esM67pJhzE07fQ+EqmM9MQwbpzbRlFhDtYKV7xrt+T5zuOQmZV/ol1VfGaUxRoaBtvzZk9v7GzNSM8s4uKVLN6dcoHMLF2al1q64uhgQZeXqtHlpWrljvdkaAF2tlL6dLDD3k7G7YRivlqVSvad4TJnB5nBvClHOxlzPijpeXmljR2vtLHjaoSS2ct1J89aXuZ8NrJkEuagVxwAOHYuj2VbMssd2/1MKdsgfzu+n9tI//cHw/0B2HUwkTmLwtBotNTwtqJr+2DsFeZkZxdz7WYOYz4OITI6v1QMW/6Kr/Tvw+9/Dker9WP21Lq6hzud1z3c6a7o2AI++vIyw/rVYOn8xmi1Wm5E5DJ5+qUqHQYsUyXe9VDWhPx7J+WDrtfg3LlzBs8mkkqldOjQgRMnDG+bvmvHjh00b96cMWPGsH37dlxdXenfvz8fffRRqYctPohE+zhmKz7FWvU4+qRDKNPxP9sCMO/3/+6U4Smv6z5Qw2YY7zL7L1g5Tfel/zTU9cLt/92P68RXdY2Sp6EcB0yNe8KRlG39XF138dNQjk9DjFUt+9zeSstr4Z8nmDFjhsGyadOmMX36dINl8fHxeHl58e+//9K8eclt9VOmTOHo0aP6ZxvdKygoiKioKAYMGMB7771HeHg47733Hh988AHTpk0rd4zitycEQRAE4T9g6tSpTJw40WDZ/b0MptJoNLi5ufHTTz8hk8lo0qQJcXFxzJ8/XzQaBEEQBOGxqMThCWNDEca4uLggk8lISjJ87HtSUhLu7safPuvh4YG5ubnBUESdOnVITEykqKgIC4vyDTs+HY+gEgRBEIT/IC2SSnuVl4WFBU2aNOHgwYP6ZRqNhoMHDxoMV9yrZcuWhIeHo9GUDGffuHEDDw+PcjcYQDQaBEEQBOGpM3HiRJYvX86aNWu4du0ao0ePJi8vT3/zwNtvv20wUXL06NGkp6czbtw4bty4wc6dO5kzZw5jxoyp0HbF8IQgCIIgmOhJ/WbEW2+9RUpKCl988QWJiYk0atSIPXv2UK2a7m6h6Ohog0cQ+Pj4sHfvXiZMmECDBg3w8vJi3LhxfPTRRxXarmg0CIIgCIKpnuAPTY0dO5axY43fDn/kyJFSy5o3b87JkydLJ64AMTwhCIIgCEK5iJ4GQRAEQTCR9in5oanKIhoNgiAIgmCiJzWn4UkRjQZBEARBMNUz1tPwbDWRBEEQBEEwmehpEARBEAQTieEJQRAEQRDKpSJPcvz/4NlqIgmCIAiCYDLx09iCIAiCYKKUK6V/htpUrsEvVlpeVUUMTwiCIAiCqZ6xuydEo+Eheoy69qRDKNOfy+oA8MaEyCccSdk2f1MTgFY9jj7hSMp2/M+2ACzc/t/tdJv4qu6L6Wkox2Ezkp9wJGVbOc0NeDrKUcT4aO7GKFQu0WgQBEEQBBNpn7GpgaLRIAiCIAgmetYeI/1sNZEEQRAEQTCZ6GkQBEEQBBOJhzsJgiAIglAuz9rDnUSjQRAEQRBM9Kz1NDxbeysIgiAIgslET4MgCIIgmOhZu3tCNBoEQRAEwUTP2pwGMTwhCIIgCEK5iJ4GQRAEQTDRszYRUjQaBEEQBMFEYnhCEARBEATBiMfS0zBkyBDWrFnDqFGjWLp0qcF7Y8aMYfHixQwePJjVq1fr096vc+fOfPzxx7z00ksP3Nbhw4dp164dsbGx1KpVi4CAAC5fvvzI+9CtnSO9OzrhaG9GZKySZRsTuRlVWGb6ls/ZMfBVV9yczYlPLmL11mTOXc4zSOPtbsGQ3m7UC7BGJpUQk6Bk7tJYUjJUun1u7UDb5xX4VbfE2kpG3/Fh5BVoytxm55Z29HzZHgc7Gbfji1i5NY3w6KIy0zdraE3fro64OpmRmKLil7/SuXCtQP++pYWEAa848Xx9a+yspSSnq9j1dzb7/80xmt8nI6vRuI4181YkceZyfpnbBXhngC89OrljZ2NG6LVsFiy+SWxCwQPX6d3Nk369fXBytOBWZC7fLAvn2s2SWD4cU5umDR1xcbIgv1DN5WvZLFkTQXSsLl+FnRnTJtXBz9cGhcKcjMwijp9Ke+A277r873ouHl1BQU4qzh5BtHz1M9yqNzCa9tqpTdw4t530pJsAuHoF80KXCQbpD//2MTfObTNYzzugFd2H/1yueB7Vw8qyqrz8vBVdWlhjbyslJlHF+t05RMarjKb1dJXRq50Nvp7muDjI2LAnh/2nDI+Rbq2saRIkx8NFRpEKwmOK2XIgl8Q09SPFWdHjs2GwPf17+xDoZ4uLs5ypsy/z98nSx1YNb2tGD6lJo3oOyGQSomLy+GzuVZJSlI8lzoF9fGjbwoUaXtYoizSEXs9myeoIYuJK1vl+TkMa13cwWG/b7ngWLL75WGLs1dWDXl098ahmCUBkdD6rN97m5Ll0fZqenT3o2NaNAD9bbKzN6NL3OLl5j1bnpnrWhice2976+PiwceNGCgpKDpbCwkJ+/fVXqlevbpC2S5cuJCQkGLw2bNhAixYtDJa9+eabpdK2aNECgNWrV/Pmm2+SnZ3NqVOnHin2Vk3tGN7HjQ07Uxk/O5LI2EJmflAdezuZ0fRBtaz4cLgX+/7JZNysSE6G5PLpaB+qe8r1adxdzPnqwxrEJhbxyde3eX9mBBt3plKkKvl5ZrmFhPNX8ti8++EnthaNbBjcy5nNezP56Ot4bscX8ekodxS2xqs4wFfO+EFuHDqVy5QF8Zy+nMeUYdXwcTfXpxncy4lGQVZ890sK4/8Xx85j2bzT25mmwdal8uveVoG2nL8sPeB1H/q84sWCxTcZOfkCBYVqFs6sj4V52d18L7dyZexwP1ZtiOKd8ecIj8xl4cz6ONiXxBsWnsucb8MY8N4ZJk0LRSKBb2Y2QHqnCLQa+PtUKh/Nuky/UaeZsyiMpo0cHxpveMguTvz5P5p0GMPr47bi5BHIzhXDKcg1Xi/xt07j36g7PUatodeYjdg4uLPz53fIy0oySOcT2JpBn/+tf3Xo/3U5Su/Rlacsq8LzwXLe6mTLjqN5zFiWTkySiokDHbCzNl7vFuYSUjLVbDmQS2aO8RNCYA1zDp0pYNaKDL5el4lMChMHOmDxCLtiyvFpZSnTlePSsk+snu6WLP6qEbdjC3j/k4sMfv8sqzdGoywq+0KgsuNsXM+BrTvjGfXhBSZ8fgkzmYRvZjbAUm74PbFjTzw9B/2rfy1eFfHYYkxJLWLpmkjeGX+e4RPOc/5SBnM/DaZm9ZLvHblcyqnz6azbHG1SXJVJi6TSXk+Dx9ZoeO655/Dx8WHr1q36ZVu3bqV69eo0btzYIK1cLsfd3d3g5ejoiIWFhcEyKyurUmktLCzQarWsWrWKQYMG0b9/f1asWPFIsffq4Mze45kc/DeLmIQiFq9PRFmkoWMLB6Ppe7Z34vyVXP7Yl05sYhHrd6RwK7qQV9qVnKAG9XLl3OU8Vm9NJiJGSWJqMacv5ZJ1z5fjjoMZbNmbxvXIB1+BA7zSTsHBEzkcOZ1LbFIxP21Oo6hIy8sv2hlN372NgpDrBew4nEVccjG/7c4kIlZJl9YKfZoAX0uOnMnl6q1CUjJUHDiRw+34Ivyryw3y8vW0oEc7e5ZsTH1onABv9PRi7abbHD+Vxq2oPGZ9cx1nJzmtm7mUuU7fXt78uTeBXQeTiIrJZ/7imxQqNbzS0V2fZsfeBC5eySIxWcmNW7ks/yWKaq6WuLvprlhy8lRs251AWHguSSlKzl3K5I9d8Q+NN/Tv1dR58Q2Cnn8dx2r+tOk9AzNzS66f+d1o+vb9FxDcoj8unnVwdKtF2z6z0Go1xIWfMEgnM7PA2s5V/5Jb25en+B5ZecqyKnRuZs2x8wUcDykkPlXN2r9yKCrW0rqxldH0UfEqNu/P4/QVJaoyLiK/WZ/FPxcLiU9RE5OkYuX2bFwcZPh6mN5qMOX4PHkuneW/RHHMSO/CXSMH1eTEuXSWrI7gZkQu8YmF/HM6jcys4scW56Tpoew+mERkdD7hUXnMWRSGu5slgf6G3xOFSg3pmcX6V36BaVfxpsT4z5k0Tp5LJzahgJj4An5aF0VBoZq6gSXfTZt3xPHLlhiuXM82KS7BdI+1X2XYsGGsWrVK//fKlSsZOnRopW/n8OHD5Ofn06FDBwYOHMjGjRvJy8t7+IpGmMnAv7olF6+VrK/VQsj1PAJrGf+yC6plRch1w+1duJpL0J30Egk0rW9LXFIRMz7wYd382iz42JdmDW1NjrGWt5xLN0oaF1otXLpZQEANudF1AnwtDdIDXAwzTH8jqpCm9axxstf1qAT7W+Lhas7FsJL1LMwljBvkys+/p5V5NXgvz2qWuDjJOROSoV+Wl6/m6o1s6gUpjK5jZiYhwN+OsxdL1tFq4WxIBsGBxtexlEvp1sGd+MQCklONd/06O1nQtnnZX14AalURKXFX8PJvoV8mkUrxrt2cpNshD1z3LlVRARq1CrmVYaMg/tZp1sxowcZ5Xfh763QK8zLKyKHymFKWlUEmhRqeZlyNKBku0wJXI4rw8668Hg6rO1fMDxrGexBTjs/ykEigRVMnYuLy+XpGff5c15yfFjSmdTPnJxqnjY3us52dY9hw6djOjb/Wt2DtD00Z9XZN5PKKnyoqI0apFNq3dsXSUvafbSBoJdJKez0NHuvdEwMHDmTq1Kncvn0bgH/++YeNGzdy5MgRg3R//fUXtraGJ9BPPvmETz75pFzbWbFiBX379kUmk1GvXj1q1arF5s2bGTJkSJnrKJVKlErDk4tcLkdha4ZMJiHjvhNiZrYab3fjJ2QHhRmZ2aXTO9jritveToa1pYw+XZz5ZXsKq7cm0yTYlqnvevPpwmgu33zwfID72dnIkMkkBr0UAFk5arzcjH8hO9jJSqXPzFHjoCg5JFb8nsaot1xYNr06KrUWrRaW/pbKtYiSuRxDejkRFqXk7EPmMNzl5GgBQEam4ZdURmaR/r372SvMMZNJSM8wXCc9s5ga3oZDJa9182T0kFpYW8m4HZvP+M8voVIZjptMn1yHVs2csZTLOH7qwb0jhXkZaDVqrOwMv9ytbF3ITI584Lp3ndr9NTYKN7xqlzQ8fAJbU7NeJ+ycvMhOi+H0nm/YtXIkvcZsRCo1PuxVGSpSlpXJzlqKTCohO8/wZJ6dp8HDpXK+hiRAvy623IwuIi7FtCtjU47P8nC0N8fa2oyBfaqz/JdIlqyOoFkTJ2ZPDeaDTy8ScjnrsccpkcAHI/y5dDWLyOiSz+/+o8kkJheSml6En68No4fUorqXFZ/OvfrYYqxVw4al8xtjYSGloEDNJ7OvEBVTse/Fx+VpGVaoLI+10eDq6kr37t1ZvXo1Wq2W7t274+JS+krvpZdeYsmSJQbLnJycyrWNzMxMtm7dyvHjx/XLBg4cyIoVKx7YaJg7dy4zZswwWDZt2jRgQLm2WxHSO48dPXUxh+0HdZN7ImOVBPlZ0aWNQ4UbDVWla2sFATXk/O/nRFLSVdT1s2T4685kZKsIvVFI02Br6tW2YsqCuIfmtW9TKwCmzAyt0pj3HUnizIUMnJ0s6PeaN19+VJfRUy5QVFzScPju53BWbozCx9OadwfXrNJ4Lhz+iVshu+jx7lrMzEsamf6Nuuv/7+wRiLNHIBu+6kj8rdN4125epTH9fzWwuy1ebmbMXVn+HpuObd34cEyA/u+qOj4lUt1n/vipVDZt131ewiPzqBekoFcXz4c2Gqoizonv1qZWdRve++iCwfIdexP0/4+4nUdaRhHfzW6Ip7sl8YllT/6uzBij4/IZOu4sttZmtGvpyqcTAnl/6sX/ZMNBPEa6ig0bNoyxY8cC8OOPPxpNY2Njg7+/v0n5//rrrxQWFvLiiy/ql2m1WjQaDTdu3CAgIMDoelOnTmXixIkGy+RyOX0nRKBWa3G8b9Kjg0JGRpbxWd+Z2SocFKXTZ95Jn52rQqXWEp1g2LMRk6ikrl/Fr/Zy8tSo1dpSEzPt7WSlejz0MeaoS6V3sJORma2L0cJcQv/uTsxflcT5q7rhiOiEYny95PRsZ0/ojULq1bakmrMZq+fUMMhn8lA3rkUUMv3HRP2yoePO3slX1wXn6GBOWkZJV7WjgwXhEblGY83KLkal1uLkaNhr4nRfHqDr/szLLyA2oYArYdns3tCSNs1dOHAsRZ/m7jhtdGwBObnFLP7KcE7NvSxtHJFIZRTkGI5VF+SmYmX34KGNi0dXEHJ4Oa+MWImzR+AD0yqcfbC0cSQ77TZUYaOhImVZmXLyNag1WhQ2hl2wChspWbmmDSXca0BXWxrWlvO/1Rlk5JQ/v+On07h646z+b1OOz/LIyi5GpdIQFW140rsdk0/9ug+fy1LZcU4Y5U+L550YO/UiKWkPrverYbphAW8Pqwc2GiozRpVKS1yCbltht3KpU9uON3p6Mf9H0+7gECrPYx9E6dKlC0VFRRQXF9O5c+dKz3/FihVMmjSJkJAQ/evixYu0bt2alStXlrmeXC5HoVAYvORyOSo1hEcX0qCOjT6tRAINg2wIizA+QfF6RAENg2wMljWqY8P1O+lVargZVYB3NcPhDS83OSnpFZ8UpVJDRKyS+gGWBjHWr23FjdvGx/NvRBVSP8BwTkaDgJL0Mqlu/Ftz3/evRqPVXzVtO5jF5PlxfLig5AWwels6izcYdvvHJRQSl1BIZHQ+qelKmjYsmRRqbSWjboCCy2WMWapUWm6E59CkQck6Egk0aejIlbCyxzkld9KZm5d9mEsecpUgM7PA1SvYYBKjVqMhLvwk1Wo0KnO9kCM/c/7gErq9sxxXn/oP3AZAbmYihfmZWNu5PTTtozC1LB+VWgO341XUqVXSLS0B6tSy4FasaRMB7xrQ1ZbnguTMW5tJambFGiAFBWr9sWnq8VkeKpWWazdz8LlvCMjHy5qklLJPxFUR54RR/rRp7sK4Ty+RkPTwbdeupRsqflijsirL8mGf4ydJq5VU2utp8Nh7GmQyGdeuXdP/3xilUkliYqLBMjMzM6NDGfcKCQnh/PnzrF+/nqCgIIP3+vXrx8yZM5k1axZmZhXb7W0H0pgwxJPwqEJuRBXwansnLC2kHPg3E4AJQzxIy1SxdpvuanbHwXTmTq5Brw5OnA3NpfXzCvxrWPHDLyX7tHVfOlNGeHH5Zj6hYXk8F2zLCw1s+eTr2/o0DgoZjgozPF11X7Q1vOQUFGpISS8mN9/wy/GvI9mM6e/CrZgiwm8r6d5WgdxCwuFTunvvx/Z3IT1Lza87dV23O49lM2OsB6+0U3D+agEtG9vg5yNn2Sbdyb5AqeVKeAGDejpRVJxGaoZueKJtU1vWbNcNqWTmqI1OfkzNUJGcbrwXBnQznwe/VZ2Y+AISkgoZPtCXtHQlf58saWgsmtWAYydS2bpTd3fDxm2xfDohiOvhOVy7kcObr3phZSll5wFdmXpWs+Tl1q6cuZBBZnYxrs5yBvbxQanUcOKsLt5mTZxwcjDn2s0cCgrV1Kxuw3tDaz2w7gHqtx7CkU0f4+pdDzefBoQeX0NxUQGBTXsDcGjjR9jYu/Fi10kAhBxezpl939G+/wLsnLzIz9EdF+YW1pjLbShW5nF2/4/Uqt8JazsXstJiOLVrPvbO1fEJbPXQeB7Vw8qyquw9mc/wXgqi4lVExhXTsZk1cnMJx0N0jenhvezIyNHw+0HdJGKZFDxddZ9VMxk4KKT4VDNDWaQlOUN33A3sZkuz+pZ8tzGLQmVJT0aBUkNx2YfgA5lyfFpZSvHyKGmEe1SzxL+mDTm5Kv0zGDZsjWHGlLpcvJzJ+dBMXnzOiRYvOPPBJyGPLc5Jo/3p0KYaU2dfJr9AhZODrscpN19NUZEGT3dLOrZ14+TZdLJyivHzteWD4X5cuJzJraiKTyY3JcZRb9fk5Ll0klIKsbYyo2NbNxrXd2DitJLhDicHc5wcLfDy1JV5rRq25Bfoyjon18SKN5H2GXtG4hN5jLRC8eCZs3v27MHDw8NgWWBgINevX3/geitWrKBu3bqlGgwAr732GmPHjmXXrl307NmzQvEeP5uDvW0yA3q64qiQERGrZNp30foTpquTucEzCq5HFLDg5zgGvurK271ciU8uYvaSGKLjS676T4bksHh9Am90cWHkW9WISypi7rJYrt4q6b3o2saR/j1c9X9/9aEvAItWx3PwhOEY6L8heShspbzVxREHhYyoOCWzlyXpu35dHM0MYrwRpeTbdcn06+ZI/+5OJKQUM29lEjGJJVd9i9am0L+7I+MGumJrLSUlQ8WGXRnsK+PhTuW1/vcYLC1lTBkbgK2NGaFXs5g0LdRg3oGXuxUOipIu9EPHU3CwN2f4AF+cHHXdm5OmheonWSmLNTQMtufNnt7Y2ZqRnlnExStZvDvlgv6WNmWRhh6dPXh/uD8W5hKSU5UcPZFKzeqGvUL382/UjcK8dM7u+578nBRcPOvQ7Z3lWN8ZnsjNjDfosbhycgMadTH7140zyKdJhzE07fQ+EqmM9MQwbpzbRlFhDtYKV7xrt+T5zuOQmZk+2a68HlaWVeXM/7V33/FN1P8Dx19JuvcCCmXPskGGbERBFAVBQPbGjQsQxcH6ChVlCYIotICoTAHBiaJskL1KgRZaCqUtlO49cr8/KoHQpE1D2rQ/3s/H4x6P5u6Tu3c+d00+91kXnIWrUyp9H3PWTe608PtEktPyz7uXuwbtPdeoh6uama/c7cv0dAdnnu7gzIWIbD5bkwjA423y79zfH60/30bgtmQOnC76LtoQc65P/7quLAlooXv95vj85tVfd8UwZ9FFAPYevs28ZaEMH1iNt1+qS2RUBh8FBHPmvHk1GObE2a+XHwBf3hMrwOxFF/htVyy5uQqtW3jyQp+qODhouBmXye6DcazZcBVzmBOjp7stH73jj7eXHWlpuVyOSGPi9LMcu2cURt+nqzB2aE3d62VzW+h9DlFyVIpi6pQ8D6feL4dYOwSjdnzdEICB75jWi98aNi3M72jYqfceK0di3P4dXQFY8FPZ/VeY+Fx+oaQ85OPYmTetHIlxQdPzm3/KQz5KjA/mTowl7dJly00wVb9O9aITWZk8sEoIIYQw08M25PLhaowRQgghhNmkpkEIIYQw08NW0yCFBiGEEMJMD1uhQZonhBBCCGESqWkQQgghzFReJmWyFCk0CCGEEGZ62JonpNAghBBCmOlhKzRInwYhhBBCmERqGoQQQggzPWw1DVJoEEIIIcz0sHWElOYJIYQQQphEahqEEEIIM2mleUIIIYQQpnjY+jTIo7GFEEIIM50MjbPYvlrW87HYvkqK1DQIIYQQZnrYOkJKoaEInXrvsXYIRu3f0RWAORvyrByJcR8M0gDQ++UQK0di3I6vGwLl41yPnXnTypEYFzS9IlA+8nH0jFgrR2Lc6hmVgPKRj+UhxpL2sDVPyOgJIYQQQphEahqEEEIIM0nzhBBCCCFM8rA1T0ihQQghhDDTw1bTIH0ahBBCCGESqWkQQgghzKS1dgClTAoNQgghhJmkeUIIIYQQwgCpaRBCCCHMJKMnhBBCCGESaZ4QQgghhDBACg1CCCGEmRRUFluKa+nSpdSsWRMHBwceffRRjhw5YtL71q9fj0qlom/fvsU+phQahBBCCDNpFcstxbFhwwYmTpzI9OnTOXHiBM2bN6dnz57cvFn4Q+0iIiKYPHkynTt3NuvzlmqfhtGjR7NmzRoCAgJ4//33deu3bdtGv379UBSF3bt3061btwLv/fDDD/nkk0902xMSEvDw8CiQbtCgQYSHh3Po0CE0mvwnLObk5NCuXTv8/f35/vvvH+gzjBtWk95P+uLqbMPZkGTmLQvlenRGoe95vlcVhjxfDS9POy6Hp7Lw6zBCQlMAcHWxYdzQmrRt6UmlCvYkJuew93AcK7+LIC397tMr/eu58sqoWjSo4woonL+UYlK8reqqeNRfhYsDxCbCzhNaouMNp21RW0XTmip83PNfx8TD7rP66Ts3VtGougpXJ8jT5qfZc1bLDSP7vF+vxzx5vocXnu42hF/P4uv1MYRGZBpN3/ERV4Y/V4GK3rbcuJnN6i03OX4uTS9NVV87Rj9fkSb1ndCoVVyLziJg+XVuJeQC0LOzB13buFGnugNOjhoGv32RtIyiR1db+lwDvPt6PVo398THy470zDzOhSTz1ZorRF7P32/dms4MH1Cdpo3c8HCzJfpmJj/9Fl1krACPt3HkqQ5OuLuouRaTy/e/pRB+I9dg2ioVNPR9zJmaVWzx8dCw7vcU/vxX/7P16uREK397KvtoyM6FsGs5bP4rlZjbpfNU1aLysqQ80caRpzs64+6iJjIml+9+SyY8yng+Pt/NRZePP/yews7D6XppnunkRKuGDlT20ZCTC2HXstn4p2XysbjXaPPG7gx9vhoN6rjg423P1Nnn2Hf4tl6asUNq8ESXilT0sSc3V8vFsFS+WRtu0ndOSfzPeHnY8trYOrRp4YmTo4bIqHS+3RjJnoNxAPhWtGf0oBo80twDbw874uKz+WN32X2KaWGysrLIysrSW2dvb4+9vX2BtAsWLODFF19kzJgxACxfvpxffvmFoKAgvd/Xe+Xl5TFs2DBmzpzJvn37SExMLHaMpV7T4ODgwNy5c0lISCg03cWLF4mOjtYtxjLhfsuWLSMyMpJPP/1Ut+5///sf0dHRfPnllw8U+7D+1RjwrB/zloXy0uSTZGTmsWBWU+xsjVcrPd6pAhPG12HVugjGvX2csPBUFsxqioe7LQA+Xnb4eNuxNOgKIyYcY/aii7R7xIv332yg24ejg5r5M5oSeyuLlyaf4LX3TpGeUfQXTsNqKp5ooWJ/sELQTi03ExUGd1XjVPD6A6B6RQiOVPj+Hy3f/qUlOUNhSFc1Lo5309xOgT9OaFn5u5a1u7QkpRe+z3t1au3K+AEVWfdLHG/PDif8eiaz3qyOu6vGYHr/2o68O96PnQcSeeuTcA6fSuXDV6tRvcrdg/n62DL33Rpcj8nmg/lXeWPWFdb/Ekd27t1iu72dihPBaWz67bahwxhUEuca4GJYKnO+uMiw144yafpZVCpYOKsZ6v/+ExvUdSUhKZv/LbjAiNeP8e3GSF4eVavIeNs0tmfQky5s35PGzK/juRaby8ThHrg6GY7XzlbFrcQ8Nv+VSmKK4WupQQ1b/j6awSeBCcxfm4hGDROHe2BnazC5RZmSlyWhbWN7Bvd0ZdvuVKZ/fZtrsTlMHu6Jq7PhfLS3VXErIY9Nf6UYzUf/mnb8fTSd/62M5/NvE9CoVUwe4fnA+WjONerooMnPy+WhRtNcu5HBwuWhjJpwjNfeO0X0zUwWzGqGh1vhAZfU/8xHE/2p7ufI+/87x6gJx9h7MI5ZUxpRr7YLADWqOqFSq/h8aSgjXj/G4pWX6ftUlUJjtSRLNk8EBATg7u6utwQEBBQ4ZnZ2NsePH6d79+66dWq1mu7du3Po0CGjsc6aNYuKFSsybtw4sz9vqRcaunfvjq+vr8GMuFfFihXx9fXVLS4uLibt39vbm2+++YZZs2Zx5swZjh07RkBAACtXrsTT0/OBYh/Yx49vN15l/7+3uRyRxicLL+DtZU/ndj5G3zO4b1V2/BHNr7tiibiWzufLQsnM0vJsD18AwiPT+SjgPAeO3uZGTCYnziTyzdpwOrb1RvPf2ale1Ql3N1sCv4/gWlQG4ZHprFp3tch42zZQceqKwplwhbhk+O2YQm4uNK9l+J94+2GFE2EKNxPzCwe/HlVQqaBmpbvpz0cqRMRCYhrEJcNfJxUc7FRUdC86//p29+aP/YnsOpjEtehsln0fQ1a2lh4dPAym7/OEFyeCU9m6M57rMdl8v/0WlyMzefaxu+dxRN8KHD+XxuotN7lyLYuYuByOnEkl6Z4v8O27Etj8x20uhBd+x3OvkjjXANv/iOZ0cBIxN7O4dDmVFd9FUKmCA74VHQD45a8YvlhxmVPnkrgRm8nO3Tf59a+YIuPt2c6JvScy2H8qkxtxeXz7cwrZOQqdWzoaTB9xI5dNf6ZxJDiLXCPlz4XfJ3HgdCY3buVxLTaXoJ+S8fHQULNyyZcaTMnLktCzvTN77uTjrTzW/JePXYzkY/iNXDb8mcq/54zn4/zvEnX7uxaby8ptSfn5WOXB8tGca/Tw8XhWfBfB3sPGC9B/7rnJsdOJ3IjNJDwynSUrL+PibEOdms4Wj8eU89zE350ff44iJDSFG7GZrNkYSWpaLg3q5v8m/HsigYAvLnL0ZAI3YjM5cOQ267ZeKzRWS1IUlcWWqVOnkpSUpLdMnTq1wDHj4uLIy8ujUqVKeusrVapETIzh74v9+/cTGBjIihUrHujzlnqhQaPRMGfOHJYsWcL169dL5Bh9+vRh8ODBjBw5klGjRjFq1Ch69er1QPusUskBHy97jp66W0OSlp7H+UvJNPF3M/geGxsV9eu6cuz03fcoChw7lUDjBobfA+DsbENaei55/9WgR0ZlkJicw7M9fLGxUWFnpy7yy1OthsqeEBGr31AWHqvg52NahxtbDahVkJlluLFNrYaWdVRkZivEJha+LxsN1K3uwOmQu00LigKnLqTRoLbhL2T/2o6cuqDfFHHyfCr+/6VXqaB1UxeiYrOZ+WY11n5ej3nv16Rdc9MKmMaU1rl2sFfTq7svN2IyuBmXZTANgLNT4a2IGjXUqGLD+SvZd48NnL+STZ2qlvuBd7TP/7owpWnnQZj7f/OgNBqoeX8+KhBs6Xx0ePB8NOcaNYeNjYrnnqpMSmouYRGpFo3H1PN87kISj3euiKuLDSoVPNG5AnZ2ak6eTTQaj4tz6bW8K4rlFnt7e9zc3PQWQ00TxZWSksKIESNYsWIFPj7GC3GmsMo8Df369aNFixZMnz6dwMBAg2mqVq2q9/rq1at4e3ubfIxFixbh5+eHm5sbCxYseKB4Abw87QBISMzRW5+QmK3bdj93N1tsNCriE/TfE5+YQ42qTkbeY8PoQTXY8cfdduyMjDzemHqKgA+bMGpQDYAi2wmd7ECtVpF2X3eBtEzwNvE7pVtzFamZEH5f82DdytC3vRpbG0jNgHV7tGRkG97HHW4uNmg0KhLuq8JNTM6jqq/hfwoPNxsSkwum93DPv2zdXTU4OWgY8JQ33/10i9VbbtKqsQtTX6nKhwsiOReabmi3RSrpc92vVxVeHV0bJ0cNV6+n8/bHZ8i9pznlXk383Xiic4VC43V1UqNRq0hO0/8RSk7TUtnHMv/iKmDIUy6ERmYTdatk+zSY839jCXfyMSnVUD4aPu/FpVLB0KdcuRSZTdRN8/PRnGu0ODq08WLGu41wsFdzOyGbd6adISnZcL8Oc+Mx9TxPm3uemVMa8du6juTmasnM0vLBnGCiog33hfKr7ED/Z/1M+pzllY+PDxqNhthY/S/n2NhYfH0L3lBevnyZiIgIevfurVun1eZf5zY2Nly8eJE6deqYdGyrjZ6YO3cua9asISQkxOD2ffv2cerUKd1S3KaFdevWoVKpiIuL48KFC0Wmz8rKIjk5Wbekp6ejKAo7N3Zi58ZO2NiU/AQeTo4aPp/WlIhr6QT+cLf5wc5OzdQ3G3A2JImX3z3Ja++d5MrVtEL29ODa+6toVE3F5v1aXY3HHVdvQuBOLWt2abkco9CvvWl9GixNrco/J/+eTuGnXfGEX89i8x+3OXo2lae6eBR7f6V1rnfujmXsW8d5/f1TXItK53/vNTLY7luruhMBHzU2qSmqpA1/xgW/ijYs35xs7VDKtRG9XKla0YavNicV6309ulbUXZ+lcY2eOJPImLeO8eqUk/x7PJ5Z7zU02J+kNOIZP6wWrs42vPXhaca/c4IN264za0ojatco2Fzi42XH/BnN+OfArRKL535aVBZbTGVnZ0erVq3YtWvX3Ti0Wnbt2kX79u0LpPf39+fs2bN6v6l9+vShW7dunDp1imrVqpl8bKvNCNmlSxd69uzJ1KlTGT16dIHttWrVMjg6whRXrlxhypQpfPXVV/zzzz+MHj2akydPFlrNExAQwMyZM3WvXVxcmD17NgfOPQqAnW1++crTw5bbCXdvqz097Ai7YrjaLik5h9w8BS9P/X82r/v2AeDoqGH+zKakZ+Txwexz5OXdvfPs0bUivhUdePndkyj/rZ45L4RuHY3fgaZng1ar4Oygv97ZgQK1D/d7tIGK9g1V/LBbyy0D3205eZCQmr/cuK3wSi8VzWurOBRifMxQcmoueXkKnvd1evRw05CQZPgOJjE5Fw+3gukT/0ufnJpLbp5CZLR+1f61mCwa1Sn+HemYt44BJX+u09LzSEvP4Hp0BsEXk/ltXUe6tPfhr713v+hqVnPii0+as+OPaNZsjOTFEcY7Q6aka8nTKrg5698DuDmrC9w1m2PY0y40r2fPp6sTSEgp+Wf6FScvLelOPrq7GMrHB69dGd7Lleb17QlYFU9CcvHycf+R25y/dEz32pxrtDgys7RERWcSFZ1J8MUU1n3dhmd7+PLdZv2+AiX9P1PF14EBvf0Y8fpRwiPzaw7DItJo3tid55+pwrxldzt0envZsWROc85dSOKzLy/R+8nKD5gLprHWjJATJ05k1KhRtG7dmrZt27Jo0SLS0tJ0oylGjhyJn58fAQEBODg40KRJE7333/l9vX99Uaw6T8Onn37Kjh07Cu3tWVxarZbRo0fzxBNPMHLkSBYtWkRKSgrTpk0r9H33d0CJiori5Zdf1v3jhEemExefRevmd2s8nBw1NKrvxrkLhu++cnMVLoWl0KrZ3feoVNCquSfBF+++x8lRw8JZzcjNVXjvk3Nk5+j/+DrYq9Eqiq7AAKAUMahXq4XoBP1OjJD/OirO+Hvb+avo2EjF+r1aYgof4KL3mWyKuJJy8yAsMpNmDe/eHahU0NzfmYtXDDe1XLiSQXN//buJFg2dufBf+tw8CI3IoGol/cKgX0V7bsXrV3maojTO9f1U/6Wztb2bgbWqO7F4dnN++zuWb9ZGFBl3nhau3silYe271cAqoGFtOy5fL34+3GvY0y484m/PZ98mEpdYOg8BNjcvH1ReXn4H0Ua17slHFTSyQD4O7+VKK397PluTYFY+ZmTk6a5Pc6/RB6FWqXQFg3uV9P+Mg33+TYP2vizL0yqo7/lq8/Gy48s5zXWjk5TCvx7/Xxg0aBDz5s1j2rRptGjRglOnTvH777/rOkdGRkYSHW3acO3isOqzJ5o2bcqwYcNYvHhxsd979uxZXF1dda9VKhXNmzfniy++IDg4mODgYADc3d1ZuXIlzz77LP3796dt27YG92dsLOy9Nm2PYtSg6ly7kUF0bCbjh9fkdnwW+w7H6dIs+qQZew/FseWXGwCs33adD9/x50JYCiGXUnjhOT8cHdT88l+P+DsFBnt7NbPmh+DsqMHZMf8fJTE5B60Wjp5K4LUxdZj0al0277iBWg3DBlQvMo+OXFTo/aiK6Pj8GoG2DVTY2sCZ8Pz/qN6PqkhJh91n81+381fRpYmKnw5rSUpDV0uRnQs5ufkdIzs0UhF6QyE1A5zs8+eBcHWEkGtF/5du++s274yuQlhEJpciMnjuCS8c7NT8dTARgHdGV+Z2Yi7fbsu/496+K56AyTXo292LY2dT6dzGjbo1HPnyu7u9g7fsjGfKi36cC03n7MU0HmnsQttmLnww/26VvoebBk83G6pUyP8xqOFnT0amllvxOaSmG/4CL4lzXaWSA493rsDRkwkkJudQwdue4QOqkZWl5dCx/Iku7hQY/j2ZwIZt1/DyMK0D3h+H0xnf142IG7mER+XQo50T9rYq9p/KL2CN7+tKQoqWH3flN2tp1FClQv6/v40GPNzUVKtkQ1a2ws2E/Lvq4b1caNfUgcXrk8jMuluTkZGlJcd487ZFFJWXJeWPQ2m82M+d8Bs5XInK4cn/8nHfyfzquRf7uZGQrGXzrvy7Z40G/P7LR40GPF3VVPe1ITNb4WZ8fj6OeMaV9k0d+GJdIpnZd2sy0jMfLB/NuUYdHdT4Vb7b8bhyJQfq1nImJTWX2FtZONirGflCDQ4ciSMuPhsPN1uef6YKPt72RVb5l8T/zNXr6Vy7kc67r9djadAVklJy6NLOhzYtPJky6xyQX2BYEtCc2JtZfBl0ucihoZZmzQLKhAkTmDBhgsFtu3fvLvS9q1evNuuYVn9g1axZs9iwYUOx39elSxe91xqNhvPnz/Phhx+ycuVKvc4gPXv2ZMyYMSY1UxTm+x+v4eCgYcqE+rg423D2fBKTpp/Vqxnw83XUu2j/3n8LD3dbxg+riZdnflXdpOlndR2GGtRxofF/vYs3rnhU73gDxh0m5mYWkdczeO9/5xg7pAbLP2+JoihcMqEKMuSagpM9dGmiwtlBRWwibNijJe2/2nw3JxXKPVf8I3VV2GhU9O+o3ySw75yWfcEKWgV83FQ0q6nC0R4ysiE6Htb+rSXOhJub/cdScHe5ybA+FfB003DlehbTF0fqxrdX8LLV+we8cCWDeSujGP5cBUb2rcCNm9nM/uoakTfuNkccPpXCsu+jGfiUDy8NqkRUbDYBX1/n/OW7tRdPd/FkaO+7TTlz360JwKLVN9h1yHDbckmc66wcLc0bu/NCn6q4utgQn5jN6eAkXplyksSk/DTdOlbA08OOp7pV4qlu+sOpCnM0OAtXp1T6Puasm9xp4feJJKflx+vlrtGbcc7DVc3MV7zu5lEHZ57u4MyFiGw+W5MIwONt8pt43h+t358ocFsyB04X0cb1gIrKy5JyJDgLV+cU+nVz0U3uNP+7BF0nU293jd416umqZtYrdztoP93Rmac75ufjp6vzq+qe+C8fp465m98AK7clsf+U+flozjXqX9eVJQEtdK/fHF8XgF93xTBn0UW0WoUaVR15+onGuLvZkpycQ0hoCq+/f0rXPGDJeIo6z3l5Cu/OOMcro2sx9+MmODpqiIrOYPaiCxw+nl/QbtPSk2pVnKhWxYltawq255e0h+0plypFeRgqcszXqfcea4dg1P4dXQGYs6F0ZugzxweD8gsgvV823OG1LNjxdUOgfJzrsTMLnyLWmoKmVwTKRz6OnlF2ZwxcPSO/sFge8rE8xFjSdp62XD+bJ5tbZpROSbJ6TYMQQghRXhX3mRHlnRQahBBCCDNZa/SEtchTLoUQQghhEqlpEEIIIcz0sPUKlEKDEEIIYabizOT4/4EUGoQQQggzPWw1DdKnQQghhBAmkZoGIYQQwkwP2+gJKTQIIYQQZnrY5mmQ5gkhhBBCmERqGoQQQggzPWwdIaXQIIQQQpjpYXtglTRPCCGEEMIkUtMghBBCmOlh6wgpj8YWQgghzLTpsNZi+xrYruxX/pf9CIUQQghRJkjzRBGGTY2ydghGfR/gB8BbX6RYORLjvnjLFYC+r12yciTGbVtWHygf57pT7z1WjsS4/Tu6AjB6RqyVIzFu9YxKQPnIxy799ls5EuP2bu0ElI98LGkPW129FBqEEEIIM2llRkghhBBCmOJhq2mQPg1CCCGEMInUNAghhBBmethqGqTQIIQQQpjpYZunQZonhBBCCGESqWkQQgghzKTI6AkhhBBCmOJh69MgzRNCCCGEMInUNAghhBBmetg6QkqhQQghhDCTNE8IIYQQQhggNQ1CCCGEmR62moYSLTSMHj2aNWvWEBAQwPvvv69bv23bNvr168fmzZt54YUXiIyMxM/Pr8D769WrR+/evVmwYAGPPfYYe/bkP1HNzs4OHx8fHnnkEcaMGcPzzz9v8Pj+/v6Eh4dz9epVfH19S+ZD3qNHO2ee6eKCu4uGyJgc1mxP5Mr1HINp/SraMKCHG7X8bKngacPanxP5/UCaxWPq1MyWx1vZ4eakIipOy4+7M4mMNfz8d18vNb3a21G1ogZvNzVb9mSy51TB+N2dVfTpZE/DGjbY2kJcopYf/szk2k3zniv/dBd3+vXwwsNNQ8T1LFZsvEXo1Uyj6Tu0dGFobx8qetsQfTOHb7fFcTz4bt7deWrl/VZvucW2vxLMitHS59a/ph3PdHGhlp8dnm4aFqy9zfHzxj+zqcYNq0nvJ31xdbbhbEgy85aFcj06w2j65o3dGfp8NRrUccHH256ps8+x7/DtAulqVHXi1dG1aNHEA41GRcS1ND4KOE/sraxixfdEG0ee7uiMu4uayJhcvvstmfCoXINpq1TQ8Hw3F2pWscXHQ8MPv6ew83C6XppnOjnRqqEDlX005ORC2LVsNv6ZSsztvGLFZa7ne1VhyPPV8PK043J4Kgu/DiMk1PJPne33dGUG9/XDy8OOyxFpfLHyMiGhqUbTP9bBm3FDauBb0YGo6AyWfxvB4RN3r/0u7bx5rqcv9eu44O5qy9h3ThIWcfcadXWxYezg6rRp4UElH3sSk3PY9288geuukpZuPG+Le/1B8fJw3oymtGvlVeA6La0nWhrysPVpKPHmCQcHB+bOnUtCQsEv6z59+uDt7c2aNWsKbNu7dy9hYWGMGzdOt+7FF18kOjqay5cv8+OPP9KoUSMGDx7MSy+9VOD9+/fvJyMjgwEDBhjcv6W1a+rIsGfc2bIrhY++vElkdA7vj/XBzdlwFtvbqbgZn8v635NJSC6ZL7iW9Wzo19meP/7N4vN16dy4lcerfZ1wcTQ8rtjOFuKSFHYcyCIpzXABwNEe3nrBiTwtLP8pnYC1aWzbl0V6lnn/OR1buTC2fwXW/3KbiQGRRERlMf0NP9xdNAbTN6jtwKSxlfnrYBITAyL593Qq779cheqV7XRpRr9/WW9Z/G0MWq3CoZPGv2QLUxLn1t5ORWR0Dqt/SjQrJkOG9a/GgGf9mLcslJcmnyQjM48Fs5piZ2t8HLmjg4aw8FQWLA81mqaKrwPL5rbg6vUM3vjgNKPeOMbq9ZFkZRevkNi2sT2De7qybXcq07++zbXYHCYP98TV2XB89rYqbiXksemvFBJTDOejf007/j6azv9WxvP5twlo1Comj/DEzrZYoZnl8U4VmDC+DqvWRTDu7eP5+TirKR7ulj344x19eH1MLVZviGT8pPwf93nTmhg9TpMGrkyb6M8vu2IZP+kk+/69zez3G1KrupMujYO9mjMhySz/NsLgPny87PDxsmPZ6ghGvX2SgCWhPPqIJ++9Xs9onOZcf8XJwxee80Mp5LZ+9qIL9BlxULeUFkWx3FIelHihoXv37vj6+hIQEFBgm62tLSNGjGD16tUFtgUFBfHoo4/SuHFj3TonJyd8fX2pWrUq7dq1Y+7cuXz99desWLGCv/76S+/9gYGBDB06lBEjRhAUFGTxz3W/pzu78M/RNPYeTyfqZi5B2xLJylbo2trJYPor13NY91syh89kkJtXMlfLY4/YcTA4h3/P5xIbr2Xj31lk5yq0a2z4yyYyVsv2/VmcvJRLrpFyTPfWdiSm5NcsRMZqiU9WuBiZx+0k8z7Dc497svNAMn8fTuZ6TDZfrbtJVrbCEx3cDKbv3c2TE+fT2PZXAtdjsvnh59tcuZZJr8c8dGkSk/P0lkebu3DuUgaxtw3XDBSlJM7t6UtZbPozhWMWqF24Y2AfP77deJX9/97mckQanyy8gLeXPZ3b+Rh9z+Hj8az4LoK9BmoX7nhpRC0OHY/nq9VXCL2Syo2YTA4cuU1iUvHys2d7Z/acyGD/qUxu3Mpjzc8pZOcodGnpaDB9+I1cNvyZyr/nsoxej/O/S9Tt71psLiu3JeHjoaFmlZIvNQzuW5Udf0Tz665YIq6l8/myUDKztDzbw7K1mi/08ePnP2P47e+bXL2ewfzlYWRm5fHME5UMph/wbBWOnExg/bYorl7PIHBdJJeupPJ8r8q6NDv33GLNxmscP51ocB/hkel8/NkFDh6L50ZMJifOJrHi+wg6tPFCY+RXw5zrz9Q8rFvLmcF9qxHwxUWj+0pNyyU+MUe3iJJR4oUGjUbDnDlzWLJkCdevXy+wfdy4cYSGhrJ3717dutTUVDZv3qxXy2DMqFGj8PT0ZMuWLbp1KSkpbNq0ieHDh9OjRw+SkpLYt2+fZT6QARoN1Kpiy7mwu1W1igLnLmdRr7pdIe8sORo1VKuo5lLk3W9bBbgUmUdNX/NPe5NaNly7qWV0Lwc+edGZd4c40d5IIaQoNhqoU92BMxfvVosqCpy+kEaDWoZ/SBrUcuDMBf0q6pPn042md3fV0KqJM38dTDIrxrJ4bg2pUskBHy97jp66W6OXlp7H+UvJNPE3XAAzhUoFHVp7cS0qnfkzm7JjbXu+mdeSzu28i7UfjQZqVrHh/JVs3TpFgeAr2dSparkfeEeH/Gs7LcO8pjJT2dioqF/XlWOn7+a3osCxUwk0bmB+fhs8Th0Xjt3z464ocPxMIo0buBp8T+MGrgUKA0dOJdK4/oPF5exkQ3p6HnkGstac68/UPLS3VzN9ckMWLA8ttDAw8ZV6/Px9B76Z35Jnupd8c/QdWq3llvKgVEZP9OvXjxYtWjB9+vQC2xo1akS7du30agM2btyIoigMHjy4yH2r1Wrq169PRESEbt369eupV68ejRs3RqPRMHjwYAIDAy3yWQxxdVKj0ahIStU/68kpebi7Gq5mL2nOjio0ahUp6foxpaQruBqpVjeFt7uajk1tiUvU8tW2DPafzeH5x+xp07D43WNcXTRoNCoS76vCT0rJw9PNcL55uNkUqKpOSsk1mv7xdm5kZGo5dMq8pomyeG4N8fLML8Ak3PelmpCYrdtmDk93W5ycbBg+oDr/nojnnWln2Hs4jtlTG9OiibvJ+3F1UqNRG8jHNK3RpqjiUqlg6FOuXIrMJupmyfZpcHezxUajIj5BP7/jE3PwfoD8LnAc1/zjJCQVPI6Xh+HjeHnYEZ+Yrbcu/zowv3Dm7mrDqIHV2P5njOFjmnH9mZqHb46vw7kLyez/13ht2Irvwpk29zzvfHyGPQfjmPiq8WYUS5PmiRIyd+5c1qxZQ0hISIFtY8eOZfPmzaSk5Hd+CQoKYuDAgbi6Gi5J309RFFSqu+1mQUFBDB8+XPd6+PDhbNq0Sbd/Q7KyskhOTtZbsrKK18nrYaBSwfWbWn4+mE3ULS2HzuVw6FwOHZuWnbvuez3R3p29R5PJyS0n/5Em6tG1Ijs3dtItNjYlM/+9Sp2/3/3/xrHxpyjCwtP4bvM1Dh69Td+nqpTIMc01opcrVSva8NVm82qVhGFOjhrmftSYiOvprFofqbetpK+/jm29eaSZB4tXhBWabs2GSM6GJBN6JZXvf7zGD1uulUg8ohQLDV26dKFnz55MnTq1wLY7NQobN24kNDSUAwcOmNQ0AZCXl0doaCi1atUC4Pz58xw+fJgpU6ZgY2ODjY0N7dq1Iz09nfXr1xvdT0BAAO7u7nqLoX4YhqSka8nLU3B30c9ON1cNSUY6cJW0tAyFPK2Cq5N+TK5OKlKMdHI0RXKaQky8/meKjdfi6Vr8L42U1Dzy8hQ87qslcHfVGO1AmJici4fr/eltDKZvVMeRqr52/HnA/B+RsnhuAfYfuc2Yt47plqTk/Ls1Tw/9u0lPDzviE7IN7cIkSck55OZqiYjUbxK6ei2dihXsTd5PSrqWPK2BfHRWk5T64Pk4vJcrzevb8+nqeBKSS76eNyk5h9w8pcDdu5eHLbcfIL8LHCcl/zie7gWPc39twh3xidkFaiHyr4Pit/M7OmiYN60x6Rl5fPRpCHn39dF5kOvPlDxs1cwDP19Hflvfid3burB7WxcAPnm/MUvmNDca9/mLycX7oA9AahpK0KeffsqOHTs4dOiQ3npXV1cGDhxIUFAQq1aton79+nTu3Nmkfa5Zs4aEhAT69+8P5HeA7NKlC6dPn+bUqVO6ZeLEiYU2UUydOpWkpCS9xVABx5C8PAi/kUPjOne/RFUqaFLHntBIy32BFEeeFq7d1FK/2t0fWBVQv5qGiBjzv1TDo/Oo6Kl/2VT0VJOQXPwrPjcPLkdm0qzB3Q6FKhU0a+DExXDDw7QuhmfSzF+/A2KLhobTd+/gRtjVTCKizD8HZfHcAmRk5BEVnalbwiPTiYvPonVzT10aJ0cNjeq7ce6C+V+gubkKIaEpVKuqn+fV/JyIvWV6J868PIi4kUujWnd/zFQqaFTbjstGhq6aangvV1r52/PZmgTiEkunYTg3V+FSWAqtmt3Nb5UKWjX3JNiCP1i5uQqXLqfSqpmH3nEeaepB8EXDNafBF1N45J70AG2aexB8qXhxOTlqmD+jMTm5ClPnnCc7p+D/+INcf6bk4XebIxn1xjHGvHl3AVgSeJk5hXSKrFfbpVif9UFoFcst5UGpTu7UtGlThg0bxuLFiwtsGzduHJ07dyYkJIT33nvP4PvT09OJiYkhNzeX69evs3XrVhYuXMirr75Kt27dyMnJYe3atcyaNYsmTZrovXf8+PEsWLCA4OBgvREZd9jb22Nvb/qd0/1+25fKywM9CY/K4fK1bJ7q6IK9nYo9x/Pv0F4Z6ElCch4b/sj/Z9BooGrF/BK2jUaFp5uGGpVtyczWEmuhMea7T2Qz7EkHIm/mERmjpWtLW+xsVfx7Pv9LetiTDiSl5jc1QH7nSV+v/AKBjRrcXdT4+ajJylGI+290xO6T2bw90Ikebew4eSmHGr4a2jexZcMu80YB/PR3Am+N9CXsahahVzPp3c0DB3s1uw7l59Nbo3y5nZjLdz/FAbDjnwRmv1ON557w5Ni5VDq3dqNOdQeWfR+rt19HBzUdHnFl1ZZbZsV1r5I4t/Z2Kny97/77VfDMT5OaruV2knnnf9P2KEYNqs61GxlEx2YyfnhNbsdnse9wnC7Nok+asfdQHFt+uQHk55Nf5budSCtXcqBuLWdSUnN1czCs23KNmVMacfpcIifOJvLoI150aOvNmx+cKlZ8fxxK48V+7oTfyOFKVA5PtnPC3lbFvpP5186L/dxISNayeVd+/xONBvwq2Oj+9nRVU93XhsxshZv/1XaNeMaV9k0d+GJdIpnZd2sy0jO15Bie/sFi1m+7zofv+HMhLIWQSym88Jwfjg5qfvnLcLu/uTZuj2Lqm/W5eDmVkNAUBj5bBUcHDb/uyr/mP3izPnHxWXzz3VUANv98g8WfNGVQHz8OHY/niU4VaFDHhc+/ulvF7+piQyUfe3y88gtx1f3yr4H4xGziE3PyCwzTG+Ngr+GTRSE4O2lwdsq/AUlMNlzIM+f6KyoPjY2EiL2VSXRs/nXTsY03np62BF9IJjtHS5sWnowYWN38DBeFKvUZIWfNmsWGDRsKrO/UqRMNGjQgLCyMkSNHGnzvihUrWLFiBXZ2dnh7e9OqVSs2bNhAv379ANi+fTu3b9/Wvb5Xw4YNadiwIYGBgSxYsMCyHwo4fDYDVxc1A7q74u6q4Wp0DnNXxZH8X8cvbw+N3hhjT1cNc96sqHv9bBdXnu3iyvkrWcxeEVdg/+Y4GZqLi2MWvdrZ4+ak4nqcluXb0klJV/6LQYWi3K01cHdWMWWYs+71E63seKKVHaHXc/nyx/w7+chYLYG/ZPBsB3t6trXjdrKWrXuyOH7RvG/oA8dTcXeJY8iz3ni6aQi/nsXML6N0Vf8VPG1Q7imCX7ySyYKgaIb18WF4H29u3Mrh069vEBmtf9ffuZUrKhXsO/rgE+2UxLmt7WfLRy9V0KUZ8awHAHuPp/H15kSz4vz+x2s4OGiYMqE+Ls42nD2fxKTpZ/XuEP18HfFwu1sd7F/XlSUBLXSv3xxfF4Bfd8UwZ1H+ndzew7eZtyyU4QOr8fZLdYmMyuCjgGDOnC/eneuR4CxcnVPo181FN7nT/O8SSP6vuczbXaNXRevpqmbWK3dHaTzd0ZmnOzpzISKbT1fn97h/ok1+DcjUMV56x1q5LYn9pyw3nNWQv/ffwsPdlvHDauLlaUfYlVQmTT9boDPgAx/nQBwebraMHVw9/zjhaUyedU7XObJSBXu96+/cxRRmLbzI+KE1eHF4Da5HZ/DhpyGE39PE1LGNFx+8eXcStBmT/QFYtT6SVRsiqV/bRTeCYf1XrfXieeGlowbjNOf6s0Qe5uZpeb5XFd4cVwdUKqKiM/gy8DLvvm54kjdLK2zuiOIrmb4hlqRSLPuJ/98ZNjXK2iEY9X1A/iyab31h+RnoLOWLt/I7s/Z97ZKVIzHuzgyS5eFcd+q9x8qRGHdnVr7RM2KLSGk9q2fkz21QHvKxS7/9Vo7EuL1bOwHlIx9L2pJfLPcT+sYzZb/QIA+sEkIIIYRJ5IFVQgghhJnKy6RMliKFBiGEEMJMD1sDvxQahBBCCDOVl6GSliJ9GoQQQghhEqlpEEIIIcwkzRNCCCGEMIli0fYJGXIphBBCiP8npKZBCCGEMNPD1hFSCg1CCCGEmR62Pg3SPCGEEEIIk0hNgxBCCGEm7UPWPiGFBiGEEMJM0jwhhBBCCGGAPBpbCCGEMNPs9XkW29eHgzUW21dJkeYJIYQQwkzah+y+WwoNRejUe4+1QzBq/46ugMT4oCRGyyhPMXbpt9/KkRi3d2snoHzkY3mIsaQpD9mjsaVPgxBCCCFMIjUNQgghhJketm6BUmgQQgghzKSV5gkhhBBClHVLly6lZs2aODg48Oijj3LkyBGjaVesWEHnzp3x9PTE09OT7t27F5reGCk0CCGEEGZSFMViS3Fs2LCBiRMnMn36dE6cOEHz5s3p2bMnN2/eNJh+9+7dDBkyhH/++YdDhw5RrVo1nnzySaKioop1XCk0CCGEEGbSKpZbsrKySE5O1luysrIMHnfBggW8+OKLjBkzhkaNGrF8+XKcnJwICgoymP7777/ntddeo0WLFvj7+7Ny5Uq0Wi27du0q1ueVQoMQQghRBgQEBODu7q63BAQEFEiXnZ3N8ePH6d69u26dWq2me/fuHDp0yKRjpaenk5OTg5eXV7FilI6QQgghhJkUCz6waurUqUycOFFvnb29fYF0cXFx5OXlUalSJb31lSpV4sKFCyYd67333qNKlSp6BQ9TSKFBCCGEMJMlR1za29sbLCRY2qeffsr69evZvXs3Dg4OxXqvFBqEEEKIcsTHxweNRkNsbKze+tjYWHx9fQt977x58/j000/566+/aNasWbGPLX0ahBBCCDNptYrFFlPZ2dnRqlUrvU6Mdzo1tm/f3uj7PvvsM/73v//x+++/07p1a7M+r9Q0CCGEEGay1oyQEydOZNSoUbRu3Zq2bduyaNEi0tLSGDNmDAAjR47Ez89P15Fy7ty5TJs2jR9++IGaNWsSExMDgIuLCy4uLiYfVwoNQgghhJms9cCqQYMGcevWLaZNm0ZMTAwtWrTg999/13WOjIyMRK2+25jw1VdfkZ2dzYABA/T2M336dGbMmGHycUut0KBSqQrdfifwrVu3MnfuXEJCQtBqtVSvXp0ePXqwaNEiAFavXs3bb79NYmJikcf09/cnPDycq1evFtnOY65xw2rS+0lfXJ1tOBuSzLxloVyPzjCavnljd4Y+X40GdVzw8bZn6uxz7Dt822j6ya/Vo+/TVfhiRRibthdvEo6SjrFGVSdeHV2LFk080GhURFxL46OA88TeMjyuuKTjHj6gGl07+FDDz4msbC1nLyTz1eorXIsy/p6SjMeUfBw7pAZPdKlIRR97cnO1XAxL5Zu14Zy/lFIqMZqSZ0vmNKdlUw+992377QbzloWWSowlnY/9nq7M4L5+eHnYcTkijS9WXiYkNNVo+sc6eDNuSA18KzoQFZ3B8m8jOHwiQbe9SztvnuvpS/06Lri72jL2nZOERaTptru62DB2cHXatPCgko89ick57Ps3nsB1V0lLzysy3uJ6vlcVhjxfDS9POy6Hp7Lw6zBCQs27vsxR3PPd9+nK9H26CpUr5XfQC49MZ/X6qxw+Hq9L8+7r9Wjd3BMfLzvSM/M4F5LMV2uuEHndMv/r5cWECROYMGGCwW27d+/Wex0REWGRY5Zan4bo6GjdsmjRItzc3PTWTZ48mV27djFo0CD69+/PkSNHOH78OLNnzyYnJ6fYx9u/fz8ZGRkMGDCANWvWlMAngmH9qzHgWT/mLQvlpcknycjMY8GsptjZGi8gOTpoCAtPZcHyor9wu7TzpnEDN27dNv9HuKRirOLrwLK5Lbh6PYM3PjjNqDeOsXp9JFnZlil2mxN3yyYebPnlBi+/e5J3Pj6DjUbFwlnNcLB/8Mu8pPLx2o0MFi4PZdSEY7z23imib2ayYFYzPNxsSyVGU/Ns++836DPioG5ZtupKseMzN8aSzMfHO/rw+pharN4QyfhJ+T/u86Y1wcPd8PuaNHBl2kR/ftkVy/hJJ9n3721mv9+QWtWddGkc7NWcCUlm+bcRBvfh42WHj5cdy1ZHMOrtkwQsCeXRRzx57/V6hcZqjsc7VWDC+DqsWhfBuLeP5+fjrKZGP5+lmXO+b8Vls3xNOOPePsH4d05w4kwCAR821svji2GpzPniIsNeO8qk6WdRqWDhrGaordBLT6soFlvKg1LLYl9fX93i7u6OSqXSW+fi4sKOHTvo2LEj7777Lg0aNKB+/fr07duXpUuXFvt4gYGBDB06lBEjRhidIetBDezjx7cbr7L/39tcjkjjk4UX8Payp3M7H6PvOXw8nhXfRbC3kNoFyP9iefvlesyaH0JurvkXU0nF+NKIWhw6Hs9Xq68QeiWVGzGZHDhym8Sk4hfwLBX3pBln+W1XLOGR6YRFpDFn0UV8KzrQoK6rVeIxJR//3HOTY6cTuRGbSXhkOktWXsbF2YY6NZ1LJUZT8ywzS0t8Yo5uSc8w7464rOXjC338+PnPGH77+yZXr2cwf3kYmVl5PPNEJYPpBzxbhSMnE1i/LYqr1zMIXBfJpSupPN+rsi7Nzj23WLPxGsdPJxrcR3hkOh9/doGDx+K5EZPJibNJrPg+gg5tvNBY+Bt5cN+q7Pgjml93xRJxLZ3Pl4WSmaXl2R4lU/N6P3PO94Gjtzl8PJ7r0Rlcu5HBN2sjyMjMo1EDN12a7X9Eczo4iZibWVy6nMqK7yKoVMEB34rFGz5oCdaaRtpaytToCV9fX4KDgzl37twD7SclJYVNmzYxfPhwevToQVJSEvv27bNQlPmqVHLAx8ueo6fuVkumpedx/lIyTfzdCnln0VQq+HiiP+u2XCM8Mr3MxahSQYfWXlyLSmf+zKbsWNueb+a1pHM7b7P3eS9Lxe3srAEgOeXBCjIlea7vZWOj4rmnKpOSmktYhPHq8ZKM0Vie9XisIj9/34Fvv2zNyyNrYW9G7U1Zy0cbGxX167hw7J4fd0WB42cSadzAcEGzcQPXAoWBI6cSaVz/weJ3drIhPT2PPAu2j9vYqKhf15Vjp+/mt6LAsVMJNG5gufw2xhLnW62GJzpXwMFBQ/CFZINpHOzV9Oruy42YDG7GWaZpVBhXpjpCvvHGG+zbt4+mTZtSo0YN2rVrx5NPPsmwYcOKNeHF+vXrqVevHo0bNwZg8ODBBAYG0rlzZ4vF6uVpB0BCov6Xa0Jitm6buYb1r0aeVmHTDvP6MNxRUjF6utvi5GTD8AHVWfFdOF+tvkK7Vl7MntqYNz88zalzSVaPW6WCN1+sy5nzSQ9U8LJUPIXp0MaLGe82wsFeze2EbN6Zdoak5NxSj9FYnv255yYxNzOJi8+mTk1nXh1dm+p+jnwYcL7UYyxMcfPR3dUWG42KhPtqx+ITc6ju52TwPV4edsQnZhuI3/zqfndXG0YNrMb2P2PM3ofB/brlf774hIKfr0ZVw5/Pkh7kfNeu4czyz1tiZ6cmIyOPD2YHE3FN//+4X68qvDq6Nk6OGq5eT+ftj888UK2suYozVPL/gzJVaHB2duaXX37h8uXL/PPPPxw+fJhJkybxxRdfcOjQIZycTLvQg4KCGD58uO718OHD6dq1K0uWLMHV1fAdRFZWVoEHg9xbUOnRtSLvvl5f93rKrLPF+Wgma1DHhYF9qjL27ePFfm9pxahS57dH7v83jo0/5RdswsLTaOLvRt+nqhS70FAScU98pR61qzvz2nsni/3e0srHO06cSWTMW8fwcLOl95OVmfVeQ16adLLQpp7SzLPtf0Tr/r5yNY3bCdksnt2cKr4O3IjJLNUYC2NOPlqbk6OGuR81JuJ6OqvWR1o7nAdiyfMdGZXOmLeO4eJkw2MdK/DhOw14Y+ppvYLDzt2xHD2ZgLeXHUP6VeV/7zXi1Sknyc4p3R/xctKqYDFlqtBwR506dahTpw7jx4/nww8/pH79+mzYsEE3/rQw58+f5/Dhwxw5coT33ntPtz4vL4/169fz4osvGnxfQEAAM2fO1Fs3ffp0oBsA+4/c5vylY7ptdrb51bOeHrbcTrh75+HpYUfYleJVLd+rWWN3PN1t+TGonW6djUbFhLF1eKFPVQaO/9foe0srxqTkHHJztUTcdwd/9Vo6TRu5F3t/lo77nZfr0qGNFxOmnubW7ewi05d0PEXJzNISFZ1JVHQmwRdTWPd1G57t4ct3m6+VWozFybPzF/OriatWdiy00FDW8zEpJYfcPAXP+zoFennYFqhNuCM+MRsvD/27ZE8PuwJ386ZwdNAwb1pj0jPy+OjTEPLyLPvrk5Sc//nurwXxui//LcWS5zs3VyEqOv/aung5lYb1XBnYx4/Pl97tDJuWnkdaegbXozMIvpjMb+s60qW9D3/tvWXJjyXuUyYLDfeqWbMmTk5OpKWlFZ2Y/A6QXbp0KdB5ctWqVQQGBhotNBh7UMhfAw4DkJGRR9R9nb/i4rNo3dyTsPD82JwcNTSq78a2X2+YFKshf/wTy7F72gABFsxqxh//xPLLX4VXX5ZWjLm5CiGhKVS7r4qzmp8TsbeM/4iURtzvvFyXLu19eGPqaaJjix+LpeMxh1ql0n3hlkaMxc2zerXzJ4Ip6oenrOdjbq7CpcuptGrmwf4j+cP5VCp4pKkHW3+LNvie4IspPNLMg00/3423TXMPgi8Zbm83xslRw7zpjcnJUZg653yJ3B3n5ipcCkuhVTNP3RBVlQpaNfdkyy8P1vRpSEmeb5UKbAs5lyoT0pQUSz6wqjwoU4WGGTNmkJ6eTq9evahRowaJiYksXryYnJwcevTooUuXl5fHqVOn9N5rb29P3bp1Wbt2LbNmzaJJkyZ628ePH8+CBQsIDg7W9XW4//3FfVDIpu1RjBpUnWs3MoiOzWT88Jrcjs9i3+E4XZpFnzRj76E4tvyS/0/i6KDGr7KjbnvlSg7UreVMSmousbeySE7JJTlFvx02N1fhdkK2WfMNlESMAOu2XGPmlEacPpfIibOJPPqIFx3aevPmB6eKHaOl4p70al26d6nE1NnnSM/Ixcsj/w4rNT2P7AccCloS+ehgr2bkCzU4cCSOuPhsPNxsef6ZKvh42/PPgeLfLZVEnlXxdaBH14ocPhZPUkoOdWq68Ob4Opw8l8jlCNMK8mU5Hzduj2Lqm/W5eDmVkNAUBj5bBUcHDb/uyp/T/4M36xMXn8U3310FYPPPN1j8SVMG9fHj0PF4nuhUgQZ1XPj8qzDdPl1dbKjkY4+PV36NRHW//NjjE7OJT8zByVHD/OmNcbDX8MmiEJydNDg75XdATUy2bFPK+m3X+fAdfy6EpRByKYUXnvPD0UFd5A2IpZhzvl8eWYvDx+OJvZWJk6MNPbpWpGVTDyZOz2/uqFLJgcc7V+DoyQQSk3Oo4G3P8AHVyMrScuhYvME4SlJ5GSppKWWq0NC1a1eWLl3KyJEjiY2NxdPTk5YtW7Jz504aNGigS5eamkrLli313lunTh3mzp3L7du36devX4F9N2zYkIYNGxIYGMiCBQssEu/3P17DwUHDlAn1cXG24ez5JCZNP6t31+Dn66g3Vty/ritLAlroXr85vi4Av+6KYc6iixaJqzRi3Hv4NvOWhTJ8YDXefqkukVEZfBQQzJnzxbvjsmTc/Xr5AfDlPbEDzF50gd926T/YpTTiKSoftVqFGlUdefqJxri72ZKcnENIaAqvv3/KrM6bJZFnubkKrVt48kKfqjg4aLgZl8nug3Gs2XC12PGZG2NJ5uPfB+LwcLNl7ODqeHnaERaexuRZ53SdIytVsNcbCnfuYgqzFl5k/NAavDi8BtejM/jw0xC943Rs48UHb95t258x2R+AVesjWbUhkvq1XXSjF9Z/pT///wsvHTUpH0319/5beLjbMn5YzfzPdyWVSdPPFuicWFLMOd+e7rZ89I4/3l52pKXlcjkijYnTz+pqYLNytDRv7M4Lfari6mJDfGI2p4OTeGVK2e6/8v+FSikvg0OtpFPvPdYOwaj9O7oCEuODkhgtozzF2KXffitHYtzerZ2A8pGP5SHGkjZhwYONFrvXlxOL3yestJWpmgYhhBCiPJE+DUIIIYQwyUNWZihbM0IKIYQQouySmgYhhBDCTNI8IYQQQgiTPGxjCaR5QgghhBAmkZoGIYQQwkzywCohhBBCmESaJ4QQQgghDJCaBiGEEMJMMnpCCCGEECZ52AoN0jwhhBBCCJNITYMQQghhJnk0thBCCCFM8rA1T8ijsYUQQggzjfw42mL7+vZ/lS22r5IifRqEEEIIYRJpnihCp957rB2CUft3dAUkxgclMVqGxGgZEqNl3ImxpMmMkEIIIYQwycPWp0GaJ4QQQghhEqlpEEIIIcz0sI0lkEKDEEIIYSZFq7V2CKVKmieEEEIIYRKpaRBCCCHMJKMnhBBCCGGSh61PgzRPCCGEEMIkUtMghBBCmOlhm6dBCg1CCCGEmaTQIIQQQgiTaBUZcimEEEIIUYDUNAghhBBmkuaJUqZSqQrdPn36dGbMmMHWrVuZO3cuISEhaLVaqlevTo8ePVi0aBEAq1evZsyYMfj7+xMSEqK3j02bNvHCCy9Qo0YNIiIiSuiT3DVuWE16P+mLq7MNZ0OSmbcslOvRGUbTDx9Qja4dfKjh50RWtpazF5L5avUVrkUZf09ZimfejKa0a+XF1Nnn2Hf4drmNcduadiYfH+D5XlUY8nw1vDztuByeysKvwwgJTdFtt7NVMWFcHZ7oXBFbWzVHTsYz/6tQEhJzdGn867nyyqhaNKjjCiicv5TCV6uuEBaRptvH5Nfr69LP+bAxH8wONhpTcfOx79OV6ft0FSpXcgAgPDKd1euvcvh4vC5Nn56V6dG1IvXruODsZMNTg/eTmpZXaN48SExQdN56edjy2tg6tGnhiZOjhsiodL7dGMmeg3EA+Fa0Z/SgGjzS3ANvDzvi4rP5Y3dsqcZ4L2PX34M+ibEkzve7r9ejdXNPfLzsSM/M41xIMl+tuULkdct8HxlSnLwsax62QoPVmyeio6N1y6JFi3Bzc9NbN3nyZHbt2sWgQYPo378/R44c4fjx48yePZucnBy9fTk7O3Pz5k0OHTqktz4wMJDq1auXyucZ1r8aA571Y96yUF6afJKMzDwWzGqKna3xwlHLJh5s+eUGL797knc+PoONRsXCWc1wsH/w01PS8bzwnN8Dj1MuKzEW5/iPd6rAhPF1WLUugnFvHycsPJUFs5ri4W6rS/PG+Lp0bOvNx3PP88bUU/h42TN7amPddkcHNfNnNCX2VhYvTT7Ba++dIj0jj/mzmqHR5B9brVaRlWVam6k5+XgrLpvla8IZ9/YJxr9zghNnEgj4sDG1qjvp0tjbq/n3RDxrN0WaFMeDxmRK3n400Z/qfo68/79zjJpwjL0H45g1pRH1arsAUKOqEyq1is+XhjLi9WMsXnmZvk9VKdUY7yjq+pu96AJ9RhzULaYqqfN9MSyVOV9cZNhrR5k0/SwqFSyc1Qx1Cf1aFCcvhfVZvdDg6+urW9zd3VGpVHrrXFxc2LFjBx07duTdd9+lQYMG1K9fn759+7J06VK9fdnY2DB06FCCgoJ0665fv87u3bsZOnRoqXyegX38+HbjVfb/e5vLEWl8svAC3l72dG7nY/Q9k2ac5bddsYRHphMWkcacRRfxrehAg7quZTqeurWcGdy3GgFfXPx/EWNxjj+4b1V2/BHNr7tiibiWzufLQsnM0vJsD18AnJ00PNvDlyUrL3PiTCIXL6cy54sLNGvkTuMG+TFWr+qEu5stgd9HcC0qg/DIdFatu4q3px2+Fe0ByMzSMv+r0CJjB/Py8cDR2xw+Hs/16Ayu3cjgm7URZGTm0aiBmy7Npu1RfLf5GsEXkk2K40FjKipvAZr4u/Pjz1GEhKZwIzaTNRsjSU3LpUHd/ELDvycSCPjiIkdPJnAjNpMDR26zbuu1Uo0RTLv+UtNyiU/M0S2mKqnzvf2PaE4HJxFzM4tLl1NZ8V0ElSo44FvRweTYisPUvCyrFEWx2FIeWL3QYApfX1+Cg4M5d+5ckWnHjh3Lxo0bSU9PB/KbLZ566ikqVapU0mFSpZIDPl72HD2VoFuXlp7H+UvJNPF3K+Sd+pydNQAkp5j+BVLa8djbq5k+uSELlocW64uurMVYpVLBL8Kijm9jo6J+XVeOnb4bs6LAsVMJNP7vy7dBXVdsbdV6aSKvZxBzM5PG/+03MiqDxOQcnu3hi42NCjs7Nc/28CU8Mo2Y2EyTP/udz/Gg+ahWwxOdK+DgoDGrgGCJmEzJW4BzF5J4vHNFXF1sUKny47azU3PybKLReFycC7bGlmSMpv6PTHylHj9/34Fv5rfkme6m/VCW1vl2sFfTq7svN2IyuBmXZdJ+i8PUvCzLtFqtxZbywOp9GkzxxhtvsG/fPpo2bUqNGjVo164dTz75JMOGDcPe3l4vbcuWLalduzabN29mxIgRrF69mgULFnDlypUSj9PL0w5Ar806/3W2bltRVCp488W6nDmfRHhkepmN583xdTh3IZn9/5rXh6GsxGjsGIUd393NFhuNivgE/ZjjE3OoUTW/mtfb047sHG2Btv/4xGy8PfL3m5GRxxtTTxHwYRNGDaoBwPXoDCZOO0NeMb8/HiQfa9dwZvnnLbGzU5ORkccHs4OJuPZg1565MZmStwDT5p5n5pRG/LauI7m5WjKztHwwJ5ioaMOFLb/KDvR/1q9UYzTl+lvxXTgnziSSmaWlbUtPJr5az2jaB437DlPOd79eVXh1dG2cHDVcvZ7O2x+fITfX8nfCpualKDvKRaHB2dmZX375hcuXL/PPP/9w+PBhJk2axBdffMGhQ4dwctK/uMaOHcuqVauoXr06aWlp9OrViy+//LLQY2RlZZGVpV+Svr9Acr8eXSvy7j2d1KbMOlvMT1bQxFfqUbu6M6+9d7LY7y2teDq29eaRZh6Mfet4uYuxRWN3Pp7Y0KLHN5ednZqpbzbgbEgSM+aFoFHD4H7V+Hx6U8ZPPEF2tvGSgyXzMTIqnTFvHcPFyYbHOlbgw3ca8MbU02YXHHZu7PTAMRVl/LBauDrb8NaHp0lKzqFzOx9mTWnE6++f4srVNL20Pl52zJ/RjH8O3KL3k5VLJUZT/0fWbLjbTyT0SioODhrGDK5RIF1pn++du2M5ejIBby87hvSryv/ea8SrU06SnVM+qtBL08PWEbJcFBruqFOnDnXq1GH8+PF8+OGH1K9fnw0bNjBmzBi9dMOGDWPKlCnMmDGDESNGYGNT9McMCAhg5syZeuumT58OdDP6nv1HbnP+0jHdazvb/NYeTw9bbidk69Z7etgRdiW1yBjeebkuHdp4MWHqaW7dzi4yvbXiadXMAz9fR35b30kv/SfvN+bM+STe+OB0mY1xQO+qXAhLYdb8EL3j36+w4ycl55Cbp+Dlqd9Ry+uez3A7IRs7WzUuzhq92gYvDztuJ+an6dG1Ir4VHXj53ZPcac6cOS+E39Z1pPOj3uzad8vo57ZkPubmKro79IuXU2lYz5WBffz4fKlpfSnuN+atY2bHZEreVvF1YEBvP0a8flRXsxQWkUbzxu48/0wV5i27G7e3lx1L5jTn3IUkPvvykq7QUNIxmvs/cv6i4WaC0j7fael5pKVncD06g+CLyfy2riNd2vvw117j16Q5TMnLsk55yCZ3KleFhnvVrFkTJycn0tLSCmzz8vKiT58+bNy4keXLl5u0v6lTpzJx4kS9dfb29vw14LDR92Rk5BGVoV/9HBefRevmnoSF58fl5KihUX03tv16o9Djv/NyXbq09+GNqaeJLmZ7dmnH893mSHbsjNZbt3ZpG5YEXubAkcKbK8pKjIXlcVHHz81VuBSWQqtmnrrhcyoVtGruyZZfogC4GJZCTo6WVs09dcMAq/k54lvRQdd+7GCvRqso3Nv/SdHmv1arCx+KbMl8vJ9KBbZGClOmuLeJoLgxmZK3Dvb5/VfubwLO0yrcm20+/xUY7owGuDefSzpGc/9H7oz+uJ81z7fKhDTmMiUvRdlSLgoNM2bMID09nV69elGjRg0SExNZvHgxOTk59OjRw+B7Vq9ezbJly/D29jbpGPb29kU2R5hi0/YoRg2qzrUbGUTHZjJ+eE1ux2ex73CcLs2iT5qx91AcW37J/+ee9GpdunepxNTZ50jPyMXLI7/UnZqeV2gVtbXiMdbLO/ZWplkFnrISY8e23iYff/2263z4jj8XwlIIuZTCC8/54eig5pe/YoD8O7Wf/4zhjXF1SE7JJT09l7dfrsvZkCSCL+aPPz96KoHXxtRh0qt12bzjBmo1DBtQnbw8hRNnEnXHrlntbvObi5MNdWs5A+h+LB4kH18eWYvDx+OJvZWJk6MNPbpWpGVTDyZOv1v97eVhi5enHX5VHAGoXcOF9IxcYm9lkZKaazAvHySmovL26vV0rt1I593X67E06ApJKTl0aedDmxaeTJmV31nax8uOJQHNib2ZxZdBl/FwMz58ryRiNOX669jGG09PW4IvJJOdo6VNC09GDDR9aHhJnO8qlRx4vHMFjp5MIDE5hwre9gwfUI2sLC2HjsUbjONBFZWXZZ00T5RBXbt2ZenSpYwcOZLY2Fg8PT1p2bIlO3fupEGDBgbf4+joiKOjYylHCt//eA0HBw1TJtTHxdmGs+eTmDT9rF5boJ+vo96XWL9e+R20vgxoobev2Ysu8Nsu4xPSlMd4ynKMxTn+3/tv4eFuy/hhNfHyzK8SnjT9rF7HtCUrw1CUOsye2ih/cqcT8XrDJyOvZ/De/84xdkgNln/eEkVRuHQllckzzuhVzX4+vanu70eaebB6cWsAOvXeoxe/Ofno6W7LR+/44+1lR1paLpcj0pg4/SzH7umV3/fpKowdWlP3etncFoBpeW1OTEXlbV6ewrszzvHK6FrM/bgJjo4aoqIzmL3ogm6SojYtPalWxYlqVZzYtqZ9qcdoitw8Lc/3qsKb4+qASkVUdAZfBl7W67tg6biLOt9ZOVqaN3bnhT5VcXWxIT4xm9PBSbwy5SSJSQ82mssYS+SlNT1shQaVUl4Gh1rJ/V/MZcmd2eQkxgcjMVqGxGgZEqNlPOhsm6bqOeqUxfb1x5oWFttXSSkX8zQIIYQQwvrKRfOEEEIIURY9bM0TUmgQQgghzKSUk5kcLUWaJ4QQQghhEqlpEEIIIcwkzRNCCCGEMMnDNiOkNE8IIYQQwiRS0yCEEEKYSSvNE0IIIYQwhYyeEEIIIYQwQGoahBBCCDM9bKMnpKZBCCGEMJOiaC22FNfSpUupWbMmDg4OPProoxw5cqTQ9Js2bcLf3x8HBweaNm3Kr7/+WuxjSqFBCCGEMJOiVSy2FMeGDRuYOHEi06dP58SJEzRv3pyePXty8+ZNg+kPHjzIkCFDGDduHCdPnqRv37707duXc+fOFeu4UmgQQgghypkFCxbw4osvMmbMGBo1asTy5ctxcnIiKCjIYPovvviCp556infffZeGDRvyv//9j0ceeYQvv/yyWMeVR2MLIYQQZrLk48F3bW5HVlaW3jp7e3vs7e311mVnZ+Pk5MTmzZvp27evbv2oUaNITEzkp59+KrDv6tWrM3HiRN5++23duunTp7Nt2zZOnz5tepCKKBWZmZnK9OnTlczMTGuHYpTEaBnlIUZFKR9xSoyWITGWD9OnT1cAvWX69OkF0kVFRSmAcvDgQb317777rtK2bVuD+7a1tVV++OEHvXVLly5VKlasWKwYpaahlCQnJ+Pu7k5SUhJubm7WDscgidEyykOMUD7ilBgtQ2IsH7Kyskyqabhx4wZ+fn4cPHiQ9u3b69ZPmTKFPXv28O+//xbYt52dHWvWrGHIkCG6dcuWLWPmzJnExsaaHKMMuRRCCCHKAEMFBEN8fHzQaDQFfuxjY2Px9fU1+B5fX99ipTdGOkIKIYQQ5YidnR2tWrVi165dunVarZZdu3bp1Tzcq3379nrpAf7880+j6Y2RmgYhhBCinJk4cSKjRo2idevWtG3blkWLFpGWlsaYMWMAGDlyJH5+fgQEBADw1ltv0bVrV+bPn88zzzzD+vXrOXbsGN98802xjiuFhlJib2/P9OnTTap6shaJ0TLKQ4xQPuKUGC1DYvz/Z9CgQdy6dYtp06YRExNDixYt+P3336lUqRIAkZGRqNV3GxM6dOjADz/8wEcffcQHH3xAvXr12LZtG02aNCnWcaUjpBBCCCFMIn0ahBBCCGESKTQIIYQQwiRSaBBCCCGESaTQIIQQQgiTSKFBCCGEECaRQkMpS0xM5IcffrB2GEKIh1BISAiTJ0+2dhiiHJMhl6Xs9OnTPPLII+Tl5Vk7lDKvdu3aHD16FG9vb2uHYrYLFy7Qp08fLl26ZO1QCqXVavn111959tlnrR1KoXJycrC1tbV2GOVKWloa69evJzAwkMOHD9OoUSPOnTtntXhq165tUrorV66UcCTCHDK500NIrVajUqkKTaNSqcjNzS2liAyLiIgo94WrrKwsLl++bO0wjAoLCyMoKIjVq1dz69YtcnJyrBbLiBEjWLp0qdGHFR07dozRo0db9QevKCEhIQQGBjJv3jxrh8KBAwcIDAxk48aNZGRk8M477xAUFIS/v79V44qIiKBGjRoMHTqUihUrWjUWUXxSaHgIbd261ei2Q4cOsXjxYrRabSlGJEpTRkYGmzZtYuXKlRw4cIDOnTszbdo0+vXrZ9W4zp8/T6NGjQgMDKRnz5669Tk5OUybNo358+czduxYK0ZomKE7eWsVGm7evMnq1asJCgoiKSmJIUOGsHv3btq3b8/YsWOtXmAA2LBhA0FBQSxYsICnn36asWPH0qtXL73ZC0UZVqwHaYsHdurUKUWtVls7jAIuXLig9O3bV9FoNMrIkSOViIgIa4ekqFQq5dtvv1V++umnQpeyrCyd7yNHjigvvfSS4ubmprRs2VKZN2+eotFolODgYGuHpiiKouTk5Cgff/yxYmtrq7z00ktKSkqKcvToUaVRo0ZK9erVlT/++MPaIerZv3+/MmbMGMXZ2VlRq9XKpEmTlJCQEKvG5ODgoAwfPlz5/ffflby8PN16GxubMnOe77h+/bryySefKHXr1lWqVKmivPfee8qlS5esHZYogvRpsLDFixcXuj0qKop58+aVmWr3GzduMH36dNasWUPPnj0JCAgo9lzkJcWUOw+VSlVm8tKQstKHpVmzZiQnJzN06FCGDRtG48aNAbC1teX06dM0atTIqvHd604zRHx8PHFxcYwYMYKFCxcabbYoTYbu5IcOHUr79u3LRD76+/uTlZXF0KFDGTFihK5moSye53vt2bOHGTNmsHfvXuLi4vD09LR2SMIIaZ6wsIULFxaZpnr16qUQSeGSkpKYM2cOS5YsoUWLFuzatYvOnTtbO6wCYmJiynS7p6enZ6H9Q6zdL+SOixcvMmjQILp161ZmfzjucHBwwNbWlqSkJOzs7OjWrVuZKDAA1KhRgwEDBvDFF1/Qo0ePMlelfuHCBV1fhjZt2lC/fn2GDx8OUGQ/JmvIzMxk8+bNBAUF8e+//zJw4ECcnJysHZYohBQaLCw8PNzaIRTps88+Y+7cufj6+rJu3Tqee+45a4dkUFn8krvfokWLrB2CSa5cucLq1at59dVXycjIYMiQIQwbNqxM5bGiKHz66afMnDmTIUOG8M8///DDDz/w6quvsmXLFr7++msqVKhg1Rhr1KjB/v37qV69OjVq1CgTfQTu17FjRzp27MjixYtZt24dq1atIi8vj9dee42hQ4fSt29fq+fjv//+q+ukWbt2bcaOHcuPP/4oNQzlgDRPlABFUQgLCyM7O5sGDRpgY1O2ymZqtRpHR0e6d++ORqMxmm7Lli2lGFVBarW6zNc0lEd///03QUFBbNmyhczMTCZPnsz48eOpX7++VeN69NFHuXbtGl9//TW9e/fWrb9y5QqjR48mJCSEL7/8kkGDBlkxyrujEjZt2qS7k58yZQpnzpyhYcOGVo3NmDujOtauXUt8fLxVR8k0btyYmzdvMnToUMaOHUvz5s2tFosoPik0WFh4eDh9+vTh/PnzAPj5+fHjjz/Spk0bK0d21+jRo026w1y1alUpRGPcmDFjWLx4Ma6urlaNozhSUlK4919KrVbj4uJixYjy7d27lw4dOugVYJOSkvj+++8JCgrixIkTNGnShDNnzlgtxsGDB7Ns2TK8vLwKbFMUhUWLFvHxxx+TmppqhegKSk1N1d3JHz58mK5du5aZO3ljcnNz2b59O88//7zVYlCr1Tg7O2NjY1Po91B8fHwpRiVMJYUGCxswYADBwcFMmzYNBwcH5s2bR2ZmJsePH7d2aOVOTk4OWq0We3t73brY2FiWL19OWloaffr0oVOnTlaMEE6dOsUHH3zAr7/+CoCrqyvp6em67SqVikOHDlm90KjRaIiOjjZaa3Pq1CmCgoKK7MhrbaGhodSrV8/aYRQQEhLCypUr+e6776x+J1+YsjDZ2Jo1a0xKN2rUqBKORJhDCg0W5uvry+bNm3U/ZtHR0VStWpXk5GScnZ2tHF2+ffv28eijj2JnZ2dwe2ZmJhs3bmTkyJGlHJm+MWPGYGdnx9dffw3k38U3btyYzMxMKleuzPnz5/npp5/o1auX1WIcN24cderU4YMPPgDyCw1ff/01fn5+KIpCUFAQiqKwdu1aq8UI/z+aes6cOUPr1q3Jzs62dihGlYU7+cKUldE8ovwqW43t/w/cvHlT706ocuXKODo6cvPmTWrVqmXFyO7q2rUrbdu2ZevWrVSuXLnA9qSkJMaMGWP1QsOBAwf48ssvda+//fZb8vLyCA0Nxd3dnffee4/PP//cqoWGgwcPMmHCBL117dq1002V6+joyAsvvGCN0AooS50ezaEoSpn5sfv777/ZsmULERERqFQqatWqxYABA+jSpUuZLTCUZZmZmWzYsIG0tDR69OhRJmuTRD4pNFiYSqUiNTUVR0dH3Tq1Wk1KSgrJycm6ddYeQpaenk7r1q3ZsmULjz76qFVjMSYqKkrvy2PXrl30798fd3d3IL/60tr9Lq5evarXfj1r1ix8fHx0rytXrkxsbKw1Qitg9OjRek09hli782t58Morr/DNN9/g6elJ/fr1URSFgwcPsnTpUl577TWWLFli7RDLtIkTJ5KTk6PLp+zsbNq3b09wcDBOTk5MmTKFP//8k/bt21s5UmFI2Rpk/P+AoijUr18fT09P3ZKamkrLli3x9PTEw8PD6sOKVCoVv/zyC7169eKxxx6z+g+vMQ4ODmRkZOheHz58WK+A4+DgYPVOcQ4ODly9elX3+p133tErEF67dq3MjDt3dXXF3d290EUUbuvWraxatYqgoCDi4uI4dOgQhw8f5tatW6xYsYJvvvmG7du3WzvMMm3nzp306NFD9/r777/n6tWrhIaGkpCQwMCBA/nkk0+sGKEojNQ0WNg///xj7RCKpCgK9vb2rFixgpYtW/LKK69w6tQpFi5cWKYmq2nRogVr164lICCAffv2ERsby+OPP67bfvnyZapUqWLFCKFly5Zs27aNjh07Gty+ZcsWWrZsWcpRGbZ48eIy3afh3po4Q1JSUkopEuNWrVrFxIkTGT16tN56tVrN2LFjuXjxIoGBgfTp08cq8ZWHycYiIyP1JhjbuXMnAwYMoEaNGgC89dZbVm1yFIWTQoOFde3atcg0ZWko0WuvvUaTJk0YOHAgwcHBbNq0ydoh6UybNo2nn36ajRs3Eh0dzejRo/X6YGzdutXoj3Vpee211xg8eDA1a9bk1Vdf1RW68vLyWLZsGUuWLOGHH36waoxQPvozeHh4FBqnoihW/xwnTpzgo48+Mrr9+eefp3///qUYkb7yMNmYWq3WG5Z8+PBhPv74Y91rDw8PEhISrBGaMIEUGkrRzp07WblyJTt27NCrdre2Ll26cPToUfr160ebNm346quvrB0SkF8AO378ODt37sTX15eBAwfqbW/RogVt27a1UnT5+vfvz8SJE3njjTf44IMPdB0gr1y5QmpqKhMnTmTAgAFWjRGgPAyS+vvvv61eKChKXFwcVatWNbq9atWq3L59uxQj0lcehik2bNiQHTt2MHHiRIKDg4mMjKRbt2667VevXqVSpUpWjFAURoZclrCrV68SFBTEmjVrSEhI4Omnn6Z///4FfgBLk7Hhd5mZmYwbN47NmzeTm5tbZnqqlweHDx9m3bp1hIaGAlCvXj2GDBlCu3btrBxZvj179tCxY8cyNztpeaNWq4mNjTU6eVNsbCxVqlQpU/87ZW1kwtatWxk8eDCdOnUiODiYNm3asGPHDt329957j/DwcDZu3GjFKIUxUmgoAdnZ2WzZsoWVK1dy4MABunfvzm+//cbJkydp2rSptcOjW7dubN26FQ8PD4PbP//8c7766iuuXLlSuoEZsWnTJtatW6ebkKZ+/foMHTq0TNzBlxe9evVi3bp1us6On376Ka+88oruGrh9+zadO3fWzWRqDdOmTeP999/XdRxNSEiweqfh+6nVal566SWjnVvT09NZsWKF1QoNhkYmPProo7qRCbm5uWViZMKuXbv4+eef8fX15Y033tDLz5kzZ9K1a1cee+wx6wUojJJCg4W98cYbrFu3jnr16jF8+HAGDx6Mt7d3mX80bVmk1WoZMmSIbo7/Ow8HCgkJISwsjIEDB7Ju3boyUaV99OhRvYJNgwYNGDJkCK1bt7ZyZPnunxHSzc2NU6dO6ZpTysIdclExlgWPPfaYSdebtTpEN2nShDlz5ug6Yq5atYpJkyZx8uRJqlevztixY7l58ya//PKLVeKD/GHJkydPLjOjikQxKcKiNBqN8sEHHyjJycl6621sbJTg4GArRaXv6tWrJi3WtmDBAsXLy0vZsWNHgW0//fST4uXlpSxcuLD0A7vPu+++q6hUKsXV1VVp3ry50rx5c8XFxUVRq9XKlClTrB2eoiiKolKplNjYWN1rFxcX5fLly7rXMTExilqttkZoOkXFKIrm6uqqhIaG6l4PHjxYefHFF3WvT548qVSuXNkaoemo1Wq98yzKl7Izvu7/ibVr13LkyBEqV67MoEGD+Pnnn8tU+yZArVq1dEvNmjWpWbNmgXVlYfbKVatW8fnnn/Pss88W2NanTx8+++wzgoKCrBDZXWvWrGHJkiUsXryY27dvc+rUKU6dOkV8fDwLFy5k8eLFfPvtt1aNUVjO5MmTuXDhgrXDMMrQyIR7+9WUhZEJilRul2tSaLCwIUOG8Oeff3L27Fn8/f15/fXX8fX1RavVWrW9+F4qlYpq1arx8ccfc/ToUU6ePMmJEyd0y53X1hYaGkr37t2Nbu/evbuu46G1LF26lDlz5jBhwgRsbW11621tbXnzzTeZPXu23lTY1qJSqQpUq5eFZp17qVQq3cypSUlJutlVk5OT9RZr+umnn2jcuDEdOnQgKCiItLQ0q8ZzvzsjE4AyPTKhrF17wnTSp6GEKYrCzp07CQwMZPv27fj4+PD8889b9WmCMTExrFmzhlWrVpGYmMjw4cMZN24cDRs2tFpMhnh5ebF7926aNWtmcPvZs2fp0qWLVe+cnJ2dOXv2rNF29ytXrtC0aVOr/7io1Wqefvpp3TTSO3bs4PHHH9c9RC0rK4vff//dqrViarVa78dEuW9ehjuvrV1zt3fvXoKCgvjxxx8BGDhwIOPHj6dDhw5WjQvKx8gEtVqNu7t7kQWHsjSfjbhLCg2lKD4+nrVr1zJp0qQyMTMbwP79+1m1ahWbNm2iUaNGjBs3jnHjxpWJmSGfeeYZqlevbnTeiFdeeYXIyEjdY6mtwc3NjSNHjug6ad7v4sWLtGnTxup3yKNHjzbp7s6aU4rv2bPHpHSmTKBWGtLS0tiwYQOrVq3iwIEDNGjQgHHjxjFixAir3s2X9ZEJarWaRYsWFTlteXmYc+KhZLXeFA+Z5ORk5euvv1batGlj9Q5nhsTExCjdunVT1Gq1cvv2bWuHoyiKohw4cECxtbVVBg4cqPz7779KUlKSkpiYqBw6dEgZMGCAYmtrq+zfv9+qMXbt2lX56KOPjG7/8MMPla5du5ZeQMIqQkNDlQ8++EDx8vJS7OzsrBbHzJkzlbS0NKsd3xT3d3gV5YvM9FLC9u7dS2BgID/++CNVqlTh+eefZ+nSpdYOS+fgwYMEBQWxadMmGjRowNKlS43O31DaOnTowIYNG3jppZd0VcF3eHp6sm7dOqtPIz158mT69u1LVlYWkyZN0t1hxsTEMH/+fBYtWsTWrVutGiPA2LFji0yjUqkIDAwshWgMu795whCVSlVmaunuSEtLY9++fezZs4eEhAQaNGhgtVhmzpzJK6+8UqaHM0p/hvJNmidKQExMDKtXryYwMJDk5GReeOEFli9fXmbmaYiOjubbb79l1apVJCQkMGzYMMaOHUuTJk2sHZpB6enp/PHHH7pOj/Xr1+fJJ58sM1+MS5YsYfLkyeTm5uqqXJOSkrCxseGzzz7jrbfesnKE+T/INWrUoGXLloX2XrdmAeenn34yuu3QoUMsXrwYrVZLZmZmKUZl3P79+wkKCmLz5s0oisLAgQMZN26cVQuyxmZ7LUvKQ4zCOCk0WFjv3r3Zu3cvzzzzDMOGDeOpp55Co9GUqcmdbG1t8fPzY9SoUfTp00ev1/+9jHVALC1///03EyZM4PDhw3qPm4b8H+UOHTqwfPlyOnfubKUI77p+/TqbNm3SK9j079+fatWqWTmyfK+//jrr1q2jRo0ajBkzhuHDh+Pl5WXtsIp08eJF3n//fXbs2MGwYcOYNWuW7mmI1hAdHc2aNWtYvXo1ly5dol27dowdO5bBgwfj4uJitbjuKGqaayEelBQaLMzGxoY333yTV199VW+O97JUaLi3k+OdqsL7L4Oy0Eu9T58+dOvWjXfeecfg9sWLF/PPP/+Uier/8iArK4stW7YQFBTEwYMHeeaZZxg3bhxPPvlkmasyvnHjBtOnT2fNmjX07NmTgICAMlETZmNjg7e3NyNGjCiTI45kZIIoadKnwcL2799PYGAgrVq1omHDhowYMYLBgwdbOyw94eHhRaZJSUkphUgKd/r0aebOnWt0+5NPPsm8efNKMSLjysPzMezt7RkyZAhDhgzh6tWrrF69mtdee43c3FyCg4PLxJ1yUlISc+bMYcmSJbRo0YJdu3aViZqkOzZu3Mhzzz2HRqOxdihGzZw5s8iRCUKYzWpdMP+fS01NVQIDA5WOHTsqtra2ilqtVhYtWlRgeumy5M4Ij7Zt25aJER729vZ6U+LeLzQ0VHFwcCjFiArKy8tTXnjhBUWlUikNGjRQnnvuOeW5555T6tevr6jVamXQoEGKVqu1aoyGREZGKjNnzlRq1aql+Pn5KSkpKdYOSZk7d67i5eWlNGrUSNm2bZu1wzFIpVIparW60EWj0Vg1PhmZIEqSNE+UgosXLxIYGMjatWtJTEykR48ebN++3dph6Rga4dG/f3/atGlj1bjq1KnD/Pnz6du3r8HtW7ZsYfLkyVZ9GufChQv55JNPWLNmTYHprrdv386YMWP4+OOPefvtt60T4D3ubZ7Yv38/zz77LGPGjOGpp54qE/NyqNVqHB0d6d69e6F38lu2bCnFqPSV9c6a9z/0SwhLk0JDKcrLy2PHjh0EBQVZvdBQ1kd4QP4TQ3fv3s3Ro0dxcHDQ25aRkUHbtm3p1q2bVWfXbNasGW+//bbRIY2BgYF88cUXnDlzppQj0/faa6+xfv16qlWrxtixYxk2bBg+Pj5Wjel+5WECKkPKUmdNGZkgSpoUGh5C5WGEB+Q/rvmRRx5Bo9EwYcIE3fj3CxcusHTpUvLy8jhx4oRVZ99zdHTk4sWLVK9e3eD2q1ev4u/vT0ZGRilHpk+tVlO9enVatmxZ6A+zNe/iy5uy2llTiJIkHSEfQr/99pvBER5lTaVKlTh48CCvvvoqU6dO1Y3wUKlU9OzZk6VLl1r94TuOjo4kJiYaLTQkJycXqCWxhpEjR5a5ERLlVVnvrClESZKahofQ4cOHCQwMZMOGDXojPCpXrlymahrulZCQQFhYGIqiUK9ePTw9Pa0dElA+no8hLOezzz5j7ty5+Pr6MmfOHJ577jlrhyREqZJCw0PszgN3goKCOHLkCHl5eSxYsICxY8fi6upq7fDKhYMHD/LYY4/Rt29fJk+ejL+/P4qiEBISwvz58/npp5/4559/rD7dtbCM8tBZU4iSJIUGAZT9ER5l2datW3nppZf0JsxRFAUvLy++/vpr+vfvb8XohCWV186aQliKFBqEnrI0wqM8KevPxxBCCEuQQoMQDyAjI4Ndu3bp5miYOnUqWVlZuu02NjbMmjWrTHSGFEKIByWjJ4R4AGvWrOGXX37RFRq+/PJLGjdujKOjI5A/PLRy5cpGn58hhBDlidQ0CPEAOnfuzJQpU+jduzcArq6unD59mtq1awPw3XffsXTpUg4dOmTNMIUQwiKsP3esEOVYWFgYTZs21b12cHDQm5K5bdu2nD9/3hqhCSGExUnzhBAPIDExUa8Pw61bt/S2a7Vave1CCFGeSU2DEA+gatWqnDt3zuj2M2fOULVq1VKMSAghSo4UGoR4AL169WLatGkGn2qYkZHBzJkzeeaZZ6wQmRBCWJ50hBTiAcTGxtKiRQvs7OyYMGEC9evXB/Iny/ryyy/Jzc3l5MmTVn9GhhBCWIIUGoR4QOHh4bz66qv8+eefeg/V6tGjB8uWLdONpBBCiPJOCg1CWEh8fDxhYWEA1K1bFy8vLytHJIQQliWFBiGEEEKYRDpCCiGEEMIkUmgQQgghhEmk0CCEEEIIk0ihQQghhBAmkUKDEEIIIUwihQYhhBBCmEQKDUIIIYQwyf8B1JsD7cptFD0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# calculate the differences between historical and simulated\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "sns.heatmap(corr_P - corr_P_sim, cmap=\"coolwarm\",\n",
    "            square=True, linewidths=.05, annot=True,\n",
    "            vmax = 1,vmin = 0)\n",
    "\n",
    "plt.title('Differences, correlation matrix')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
